Load Required Packages

library(Amelia)
library(ggplot2)
library(tidyr)
library(dplyr)
library(ggthemes)
library(ggpubr)
library(FSA)
library(ggcorrplot)

Load Data, Basic Info

edu <- read.csv("/Users/basilaka/Desktop/dss/dss_challenge1/ed_kaggle.csv", na.strings = c(""))  #fill in NA where black but clearly missing data 
edu <- subset(edu, select = -Comments)  #removed 'Comments' for now


# observations: 8625 - lots of missing data after removing outliers: 8297 after
# removing NA from department and overall pay: 2477

Remove extraneous things ($, commas, etc)

edu$Overall.Pay <- gsub("\\$", "", edu$Overall.Pay)
edu$Overall.Pay <- gsub(",", "", edu$Overall.Pay)
edu$Overall.Pay <- gsub("-", "", edu$Overall.Pay)  #assuming negative pay is an error... 
edu$Program.Year <- gsub("st", "", edu$Program.Year)
edu$Program.Year <- gsub("nd", "", edu$Program.Year)
edu$Program.Year <- gsub("rd", "", edu$Program.Year)
edu$Program.Year <- gsub("th", "", edu$Program.Year)


str(edu)
## 'data.frame':    8625 obs. of  10 variables:
##  $ University     : chr  "University of California - Davis (UCD)" "University of Southern California (USC)" NA "Harvard University (HU)" ...
##  $ Department     : chr  "Philosophy" "Biology" NA "Engineering " ...
##  $ Overall.Pay    : chr  "21900" "35000" "25000" "36000" ...
##  $ LW.Ratio       : num  0.91 1.35 NA 1.26 1.26 0.91 NA NA 1.23 NA ...
##  $ Academic.Year  : chr  "2020-2021" "2020-2021" "2020-2021" "2020-2021" ...
##  $ Program.Year   : chr  "1" "3" NA "1" ...
##  $ X12.M.Gross.Pay: chr  NA "$35,000" NA "$36,000" ...
##  $ X9.M.Gross.Pay : chr  "$21,900" NA "$22,000" NA ...
##  $ X3.M.Gross.Pay : chr  NA NA "$3,000" NA ...
##  $ Fees           : chr  NA NA NA NA ...
edu$Overall.Pay <- as.numeric(edu$Overall.Pay)
summary(edu)
##   University         Department         Overall.Pay        LW.Ratio      
##  Length:8625        Length:8625        Min.   :     1   Min.   :-34.010  
##  Class :character   Class :character   1st Qu.: 19200   1st Qu.:  0.850  
##  Mode  :character   Mode  :character   Median : 25000   Median :  1.100  
##                                        Mean   : 25579   Mean   :  1.076  
##                                        3rd Qu.: 30456   3rd Qu.:  1.300  
##                                        Max.   :994000   Max.   : 40.970  
##                                        NA's   :21       NA's   :901      
##  Academic.Year      Program.Year       X12.M.Gross.Pay    X9.M.Gross.Pay    
##  Length:8625        Length:8625        Length:8625        Length:8625       
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##                                                                             
##  X3.M.Gross.Pay         Fees          
##  Length:8625        Length:8625       
##  Class :character   Class :character  
##  Mode  :character   Mode  :character  
##                                       
##                                       
##                                       
## 
fig1 <- ggplot(edu, aes(x = Program.Year, y = Overall.Pay)) + geom_boxplot()  # look at the outliers! 
fig1

# remove those outliers
boxplot(edu$Overall.Pay)
boxplot(edu$Overall.Pay)$out

##   [1]  51000  48636   1600   1500   2200  90000   2300   1850   1850   1000
##  [11]   1000  48100    250  53600    900 101280   1850 122272   1975   1880
##  [21]     20  51142   1600  51000  51000   1490 500000 440000   1900  52000
##  [31]   1000    800  63000  68000  49960   1550  60000    800   1500   1666
##  [41]   2058   1984  50000   2222   1897  53000  57000  69500 319940  51900
##  [51]  56000   1100   1100   1100   1100   2300 100000   2300    900 250000
##  [61]   1714   1864   1308   1800  48000  53000  60000   1862   1862   2200
##  [71]   1475   1500   2000   2000    785   1958     80   2100   2083   1500
##  [81]  80000   1350    500    800   2200   2050 120000   1790  60000  60000
##  [91]   1600   1440   1400     90   1064   1300   1300   1800  95000   2250
## [101]   2100   2100   1400   2150   1264   1800   1195 179950 100000   1300
## [111]   1950   2000   1800   1800   1000  90000  90000  90000   1850   1700
## [121] 350000   2100 994000  63700   1702    600   1750   1043 900000    119
## [131] 192840 230000   2100   2100    949   1512 300000   1200  80816   2022
## [141]   2100  57375   2000    237    517   1700    718   1495  50000   1100
## [151]    865  70000   1043   2000  58000   2000   2250    313 310000   2048
## [161]  51200  48000   1070   1070   1000  56000   2085    886   1065  47393
## [171]  48000  52695  76364    620    200  48474   2170  49000   2000   1400
## [181]   2083   1500  48000  48500 168400  60000   1675  47844  48420  50000
## [191]  61000  48000  48426  50000 340000  47487  75500  50000   1815 149940
## [201]   1735  85000   2300   1950   1524    300      1   2080  60000   1172
## [211]   1172   1172   1018  59999  59999   1740 210000   2300   2243  52000
## [221]   1617  77400    697   1500 275000   1200   1327 187000   1340   1300
## [231]   2166 300000   1950    792     20   1577  48000   1460   1900   2208
## [241]  50000   2000   1880   1581   1000    650 145000     15   2000   1109
## [251]      8   1500   1500    500    500  84000  47500   1600  90000   1462
## [261]  52000   1738    750  50000   1800   2282   2025    500   2060    990
## [271]    640     80   1500  65000   1025   1691   1000   1000    555  48000
## [281] 291000   2000   1600   2222    500   1550   1650   1600    500   2200
## [291]  48600   1500   1765   1900   1800   1800   1500   1630    500 200000
## [301]  73344   2200  75000   1152   1300   1500   1600   1200   2200    300
## [311]    900    680   2000    500   2100    469      4  48083  65000  65000
## [321]  71000   2140   2130   1650   2050    600   1850 220000
boxplot(edu$Overall.Pay, plot = FALSE)$out
##   [1]  51000  48636   1600   1500   2200  90000   2300   1850   1850   1000
##  [11]   1000  48100    250  53600    900 101280   1850 122272   1975   1880
##  [21]     20  51142   1600  51000  51000   1490 500000 440000   1900  52000
##  [31]   1000    800  63000  68000  49960   1550  60000    800   1500   1666
##  [41]   2058   1984  50000   2222   1897  53000  57000  69500 319940  51900
##  [51]  56000   1100   1100   1100   1100   2300 100000   2300    900 250000
##  [61]   1714   1864   1308   1800  48000  53000  60000   1862   1862   2200
##  [71]   1475   1500   2000   2000    785   1958     80   2100   2083   1500
##  [81]  80000   1350    500    800   2200   2050 120000   1790  60000  60000
##  [91]   1600   1440   1400     90   1064   1300   1300   1800  95000   2250
## [101]   2100   2100   1400   2150   1264   1800   1195 179950 100000   1300
## [111]   1950   2000   1800   1800   1000  90000  90000  90000   1850   1700
## [121] 350000   2100 994000  63700   1702    600   1750   1043 900000    119
## [131] 192840 230000   2100   2100    949   1512 300000   1200  80816   2022
## [141]   2100  57375   2000    237    517   1700    718   1495  50000   1100
## [151]    865  70000   1043   2000  58000   2000   2250    313 310000   2048
## [161]  51200  48000   1070   1070   1000  56000   2085    886   1065  47393
## [171]  48000  52695  76364    620    200  48474   2170  49000   2000   1400
## [181]   2083   1500  48000  48500 168400  60000   1675  47844  48420  50000
## [191]  61000  48000  48426  50000 340000  47487  75500  50000   1815 149940
## [201]   1735  85000   2300   1950   1524    300      1   2080  60000   1172
## [211]   1172   1172   1018  59999  59999   1740 210000   2300   2243  52000
## [221]   1617  77400    697   1500 275000   1200   1327 187000   1340   1300
## [231]   2166 300000   1950    792     20   1577  48000   1460   1900   2208
## [241]  50000   2000   1880   1581   1000    650 145000     15   2000   1109
## [251]      8   1500   1500    500    500  84000  47500   1600  90000   1462
## [261]  52000   1738    750  50000   1800   2282   2025    500   2060    990
## [271]    640     80   1500  65000   1025   1691   1000   1000    555  48000
## [281] 291000   2000   1600   2222    500   1550   1650   1600    500   2200
## [291]  48600   1500   1765   1900   1800   1800   1500   1630    500 200000
## [301]  73344   2200  75000   1152   1300   1500   1600   1200   2200    300
## [311]    900    680   2000    500   2100    469      4  48083  65000  65000
## [321]  71000   2140   2130   1650   2050    600   1850 220000
outliers <- boxplot(edu$Overall.Pay, plot = FALSE)$out
# print(outliers) outli <- edu[which(edu$Overall.Pay %in% outliers),]
edu <- edu[-which(edu$Overall.Pay %in% outliers), ]  #yields 8297 remaining 
boxplot(edu$Overall.Pay)

print(ggplot(edu, aes(x = Program.Year, y = Overall.Pay)) + geom_boxplot())

Visualize NAs

missmap(edu, col = c("yellow", "black"))

# then filter NA from Department and Overall Pay (variables of interest)
edu <- edu %>% drop_na(Department, Overall.Pay)

Remove nonwords

library("qdapRegex")
rm_non_words(edu$Department, trim = TRUE, clean = TRUE, pattern = "@rm_non_words", 
    replacement = " ", extract = FALSE, dictionary = getOption("regex.library"))
##    [1] "Philosophy"                                                                                      
##    [2] "Biology"                                                                                         
##    [3] "Engineering"                                                                                     
##    [4] "Engineering"                                                                                     
##    [5] "Sociology"                                                                                       
##    [6] "Business"                                                                                        
##    [7] "BME"                                                                                             
##    [8] "BME"                                                                                             
##    [9] "Law"                                                                                             
##   [10] "Biology"                                                                                         
##   [11] "Integrative Biology"                                                                             
##   [12] "Computational Science"                                                                           
##   [13] "Chemistry"                                                                                       
##   [14] "Statistics"                                                                                      
##   [15] "Statistics"                                                                                      
##   [16] "Space Sciences"                                                                                  
##   [17] "College of Education and Human Development"                                                      
##   [18] "Accounting"                                                                                      
##   [19] "Neuroscience"                                                                                    
##   [20] "Electrical and Computer Engineering"                                                             
##   [21] "Mathematics"                                                                                     
##   [22] "Graduate School of Arts and Sciences"                                                            
##   [23] "Mechanical"                                                                                      
##   [24] "English"                                                                                         
##   [25] "Pharmaceutical Sciences"                                                                         
##   [26] "Robotics Institute"                                                                              
##   [27] "Chemistry"                                                                                       
##   [28] "College of Communication and Infromation"                                                        
##   [29] "College of Communication and Infromation"                                                        
##   [30] "Neuroscience"                                                                                    
##   [31] "Clinical Psychology"                                                                             
##   [32] "Neurobiology"                                                                                    
##   [33] "Chemistry"                                                                                       
##   [34] "Physics"                                                                                         
##   [35] "Biological Sciences"                                                                             
##   [36] "Physics"                                                                                         
##   [37] "French"                                                                                          
##   [38] "Sociology"                                                                                       
##   [39] "Chemical engineering"                                                                            
##   [40] "Geography"                                                                                       
##   [41] "chemistry"                                                                                       
##   [42] "Computer Science"                                                                                
##   [43] "Computer Science and Engineering"                                                                
##   [44] "Physics"                                                                                         
##   [45] "Biomedical Sciences"                                                                             
##   [46] "Chemistry"                                                                                       
##   [47] "Chemical Engineering"                                                                            
##   [48] "Cancer Biology"                                                                                  
##   [49] "Civil and Environmental Engineering"                                                             
##   [50] "Chemistry"                                                                                       
##   [51] "Neuroscience"                                                                                    
##   [52] "Statistics"                                                                                      
##   [53] "Computer Science"                                                                                
##   [54] "Computer Science"                                                                                
##   [55] "Applied Clinical Research"                                                                       
##   [56] "English"                                                                                         
##   [57] "Rehabilitation Sciences"                                                                         
##   [58] "Chemical Engineering"                                                                            
##   [59] "Chemistry"                                                                                       
##   [60] "Chemistry"                                                                                       
##   [61] "Chemistry"                                                                                       
##   [62] "Computer Science"                                                                                
##   [63] "Computer science"                                                                                
##   [64] "EEOB"                                                                                            
##   [65] "Physics"                                                                                         
##   [66] "Applied Physics"                                                                                 
##   [67] "IBMS"                                                                                            
##   [68] "Chemistry"                                                                                       
##   [69] "Molecular Medicine"                                                                              
##   [70] "English"                                                                                         
##   [71] "Department of Music Musicology"                                                                  
##   [72] "Earth and atmospheric science"                                                                   
##   [73] "Earth and Planetary Science"                                                                     
##   [74] "Molecular Biology"                                                                               
##   [75] "Biomedical Sciences Doctoral Portal"                                                             
##   [76] "Biological Sciences in Public Health"                                                            
##   [77] "Materials Science and Engineering"                                                               
##   [78] "Materials Science and Engineering"                                                               
##   [79] "Chemistry and Biochemistry"                                                                      
##   [80] "Materials Science and Engineering"                                                               
##   [81] "Computer Science"                                                                                
##   [82] "Molecular medicine"                                                                              
##   [83] "Economics"                                                                                       
##   [84] "biomedical sciences"                                                                             
##   [85] "Psychology"                                                                                      
##   [86] "History"                                                                                         
##   [87] "Aerospace Engineering"                                                                           
##   [88] "Astronomy"                                                                                       
##   [89] "Chemical Engineering"                                                                            
##   [90] "information system"                                                                              
##   [91] "Division of Social Science"                                                                      
##   [92] "Plant pathology"                                                                                 
##   [93] "GEMS"                                                                                            
##   [94] "Economics"                                                                                       
##   [95] "Mechanical Engineering"                                                                          
##   [96] "Biological Science"                                                                              
##   [97] "Computer Science"                                                                                
##   [98] "Communication"                                                                                   
##   [99] "Biology Ecology Evolution and Organismal Biology"                                                
##  [100] "NRES"                                                                                            
##  [101] "Pharmaceutical Health Services Research PHSR"                                                    
##  [102] "bioscience"                                                                                      
##  [103] "Mathematics"                                                                                     
##  [104] "MEIS"                                                                                            
##  [105] "Linguistics"                                                                                     
##  [106] "Film and Digital Media"                                                                          
##  [107] "Urban Studies and Planning"                                                                      
##  [108] "Education"                                                                                       
##  [109] "Geosciences"                                                                                     
##  [110] "Biomedical Sciences"                                                                             
##  [111] "Medicinal Chemistry Department"                                                                  
##  [112] "Psychology"                                                                                      
##  [113] "Physics"                                                                                         
##  [114] "Electrical And Computer Engineering"                                                             
##  [115] "Biomedical Science"                                                                              
##  [116] "Theater and Performance Studies"                                                                 
##  [117] "Engineering"                                                                                     
##  [118] "Mechanical Engineering"                                                                          
##  [119] "Machine Learning PhD Program Home Dept ECE"                                                      
##  [120] "Medicine"                                                                                        
##  [121] "Computer Science"                                                                                
##  [122] "Applied Plant Sciences"                                                                          
##  [123] "Chemistry"                                                                                       
##  [124] "biotechnology"                                                                                   
##  [125] "School of Computing"                                                                             
##  [126] "Aerospace Engineering"                                                                           
##  [127] "Civil Engineering"                                                                               
##  [128] "Civil Engineering"                                                                               
##  [129] "Chemical Physical Biology"                                                                       
##  [130] "Clinical Psychology"                                                                             
##  [131] "Psychology"                                                                                      
##  [132] "physics"                                                                                         
##  [133] "Neuroscience"                                                                                    
##  [134] "Biomedical Engineering"                                                                          
##  [135] "Educational Psychology"                                                                          
##  [136] "Sociology"                                                                                       
##  [137] "Sociology"                                                                                       
##  [138] "math"                                                                                            
##  [139] "Biology"                                                                                         
##  [140] "Psychology"                                                                                      
##  [141] "Psychology"                                                                                      
##  [142] "Psychology"                                                                                      
##  [143] "Psychology"                                                                                      
##  [144] "Psychology"                                                                                      
##  [145] "Psychology"                                                                                      
##  [146] "ISTD"                                                                                            
##  [147] "Religion"                                                                                        
##  [148] "Physics"                                                                                         
##  [149] "Bioengineering"                                                                                  
##  [150] "Mechanical Engineering"                                                                          
##  [151] "Aerospace Department"                                                                            
##  [152] "Biophysics"                                                                                      
##  [153] "Media"                                                                                           
##  [154] "geography"                                                                                       
##  [155] "Physics"                                                                                         
##  [156] "Engineering"                                                                                     
##  [157] "Industrial Engineering MS"                                                                       
##  [158] "Computer Science PhD"                                                                            
##  [159] "Computer Science"                                                                                
##  [160] "Computer Science"                                                                                
##  [161] "Computer Science"                                                                                
##  [162] "Geological Sciences"                                                                             
##  [163] "Linguistics"                                                                                     
##  [164] "Mechanical"                                                                                      
##  [165] "Accounting"                                                                                      
##  [166] "Physics"                                                                                         
##  [167] "History"                                                                                         
##  [168] "Aerospace"                                                                                       
##  [169] "Aerospace"                                                                                       
##  [170] "Program in Biomedical Sciences"                                                                  
##  [171] "EE PhD"                                                                                          
##  [172] "Religious Studies"                                                                               
##  [173] "Computer Science"                                                                                
##  [174] "Spanish"                                                                                         
##  [175] "Biomedical Engineering"                                                                          
##  [176] "Phd Matketing"                                                                                   
##  [177] "Mechanical Engineering"                                                                          
##  [178] "Health Sciences Integrated PhD Program"                                                          
##  [179] "Industrial and manufacturing engineering"                                                        
##  [180] "Industrial and manufacturing engineering"                                                        
##  [181] "Chemistry"                                                                                       
##  [182] "Chemistry"                                                                                       
##  [183] "Biological Sciences"                                                                             
##  [184] "Natural Resources"                                                                               
##  [185] "Geography"                                                                                       
##  [186] "Political Science"                                                                               
##  [187] "Sociology"                                                                                       
##  [188] "Physics"                                                                                         
##  [189] "materials science"                                                                               
##  [190] "Management information systems"                                                                  
##  [191] "Management information systems"                                                                  
##  [192] "Computational Science"                                                                           
##  [193] "earth and environmental science"                                                                 
##  [194] "Economics Stern"                                                                                 
##  [195] "Political Science"                                                                               
##  [196] "Anthropology"                                                                                    
##  [197] "Bioinformatics and Systems Biology"                                                              
##  [198] "Neuroscience"                                                                                    
##  [199] "Mechanical Engineering"                                                                          
##  [200] "Land and Atmospheric Science LAAS"                                                               
##  [201] "Anthropology"                                                                                    
##  [202] "philosophy"                                                                                      
##  [203] "Mechanical Engineering"                                                                          
##  [204] "Psychology"                                                                                      
##  [205] "Biomedical engineering"                                                                          
##  [206] "Economics"                                                                                       
##  [207] "Civil Engineering"                                                                               
##  [208] "Theater and Performance"                                                                         
##  [209] "PIBS Microbiology Immunology"                                                                    
##  [210] "PIBS Microbiology Immunology"                                                                    
##  [211] "PIBS Microbiology Immunology"                                                                    
##  [212] "Geology"                                                                                         
##  [213] "Systems and Industrial Engineering"                                                              
##  [214] "GPP"                                                                                             
##  [215] "Computer Science PhD"                                                                            
##  [216] "Health services Research"                                                                        
##  [217] "Political Science"                                                                               
##  [218] "Chemistry and Biochemistry"                                                                      
##  [219] "Chemistry and Biochemistry"                                                                      
##  [220] "Mechanical Engineering"                                                                          
##  [221] "Computer Science"                                                                                
##  [222] "Engineering and Computer Science"                                                                
##  [223] "Computer Science"                                                                                
##  [224] "Education Policy and Leadership"                                                                 
##  [225] "Chemistry"                                                                                       
##  [226] "Electrical and Computer Engineering ECE"                                                         
##  [227] "Mathematics"                                                                                     
##  [228] "Bioengineering"                                                                                  
##  [229] "Philosophy"                                                                                      
##  [230] "Geography"                                                                                       
##  [231] "Communication Studies"                                                                           
##  [232] "Epidemiology"                                                                                    
##  [233] "College of Medicine"                                                                             
##  [234] "mechanical"                                                                                      
##  [235] "Nuclear Engineering"                                                                             
##  [236] "civil and environmental engineering department"                                                  
##  [237] "Computer Science"                                                                                
##  [238] "ECE"                                                                                             
##  [239] "stern business"                                                                                  
##  [240] "Psychology"                                                                                      
##  [241] "Spanish"                                                                                         
##  [242] "Civil and Environmental Engineering and Earth Sciences"                                          
##  [243] "Computer and Information Science"                                                                
##  [244] "civil engineering"                                                                               
##  [245] "Environmental Engineering"                                                                       
##  [246] "Electrical Engineering and Computer Science"                                                     
##  [247] "Civil and Environmental Engineering"                                                             
##  [248] "Computer Science"                                                                                
##  [249] "Mathematics"                                                                                     
##  [250] "PULSe"                                                                                           
##  [251] "Education Administration"                                                                        
##  [252] "Educational Studies and Human Ecology"                                                           
##  [253] "Educational Studies and Human Ecology"                                                           
##  [254] "Religion"                                                                                        
##  [255] "Health Behavior"                                                                                 
##  [256] "Health Policy"                                                                                   
##  [257] "Electrical and Computer Engineering"                                                             
##  [258] "Sociology"                                                                                       
##  [259] "Sociology"                                                                                       
##  [260] "sociology"                                                                                       
##  [261] "Social Work"                                                                                     
##  [262] "Sociology"                                                                                       
##  [263] "Biomedical Engineering"                                                                          
##  [264] "Economics"                                                                                       
##  [265] "Macromolecular Science and Engineering"                                                          
##  [266] "Business"                                                                                        
##  [267] "Molecular and Computational Biology"                                                             
##  [268] "Molecular and Computational Biology"                                                             
##  [269] "Molecular and Computational Biology"                                                             
##  [270] "Molecular and Computational Biology"                                                             
##  [271] "Molecular and Computational Biology"                                                             
##  [272] "Film Studies"                                                                                    
##  [273] "I O Psychology"                                                                                  
##  [274] "EFB"                                                                                             
##  [275] "Economics"                                                                                       
##  [276] "Anthropology"                                                                                    
##  [277] "Politics"                                                                                        
##  [278] "Chemistry"                                                                                       
##  [279] "Chemistry"                                                                                       
##  [280] "Biochemistry"                                                                                    
##  [281] "Chemistry"                                                                                       
##  [282] "Computer Science"                                                                                
##  [283] "Institute of Bioinformatics"                                                                     
##  [284] "Materials Science and Engineering"                                                               
##  [285] "Materials Science and Engineering"                                                               
##  [286] "Materials Science and Engineering"                                                               
##  [287] "Materials Science and Engineering"                                                               
##  [288] "political science"                                                                               
##  [289] "Ecology and Evolution"                                                                           
##  [290] "Psychological Brain Sciences"                                                                    
##  [291] "Divinity PhD"                                                                                    
##  [292] "Materials Science and Engineering"                                                               
##  [293] "Mechanical Engineering"                                                                          
##  [294] "Electrical and Systems Engineering"                                                              
##  [295] "Health Behavior"                                                                                 
##  [296] "Criminal Justice"                                                                                
##  [297] "BMB"                                                                                             
##  [298] "Chemistry"                                                                                       
##  [299] "Electrical and Computer Engineering"                                                             
##  [300] "VisualArts"                                                                                      
##  [301] "Chemistry"                                                                                       
##  [302] "Bioengineering"                                                                                  
##  [303] "biological geological and environmental sciences"                                                
##  [304] "Computer Science"                                                                                
##  [305] "ECE"                                                                                             
##  [306] "Epidemiology"                                                                                    
##  [307] "Pharmacology"                                                                                    
##  [308] "Pharmacology"                                                                                    
##  [309] "Biomedical Data Science and Informatics"                                                         
##  [310] "Biomedical Data Science and Informatics"                                                         
##  [311] "Biomedical Data Science and Informatics"                                                         
##  [312] "Chemical and Biological Engineering"                                                             
##  [313] "Anthropology"                                                                                    
##  [314] "Economics"                                                                                       
##  [315] "Economics"                                                                                       
##  [316] "Economics"                                                                                       
##  [317] "Economics"                                                                                       
##  [318] "Economics"                                                                                       
##  [319] "Anthropology"                                                                                    
##  [320] "Linguistics"                                                                                     
##  [321] "Electrical Engineering"                                                                          
##  [322] "Computer Science"                                                                                
##  [323] "Computer Science Department"                                                                     
##  [324] "Neuroscience"                                                                                    
##  [325] "Biology"                                                                                         
##  [326] "History"                                                                                         
##  [327] "Data Science and Analytics"                                                                      
##  [328] "Biology"                                                                                         
##  [329] "BIOLOGY"                                                                                         
##  [330] "Chemical Engineering"                                                                            
##  [331] "Chemical Engineering"                                                                            
##  [332] "Molecular and Cellular Biology"                                                                  
##  [333] "statistics"                                                                                      
##  [334] "Biomedical Sciences"                                                                             
##  [335] "Biochemistry"                                                                                    
##  [336] "electrical eng"                                                                                  
##  [337] "animal science"                                                                                  
##  [338] "Mechanical Engineering and Materials Science"                                                    
##  [339] "Sociology"                                                                                       
##  [340] "Mechanical Engineering"                                                                          
##  [341] "sociology"                                                                                       
##  [342] "Ecosystem Sci Society Ctr"                                                                       
##  [343] "Ecosystem Sci Society Ctr"                                                                       
##  [344] "Hispanic studies"                                                                                
##  [345] "economics"                                                                                       
##  [346] "political science"                                                                               
##  [347] "political science"                                                                               
##  [348] "political science"                                                                               
##  [349] "Communications"                                                                                  
##  [350] "Political Science"                                                                               
##  [351] "Political Science"                                                                               
##  [352] "Political Science"                                                                               
##  [353] "Chemistry"                                                                                       
##  [354] "Political Science"                                                                               
##  [355] "Physics"                                                                                         
##  [356] "Physics"                                                                                         
##  [357] "Ceem"                                                                                            
##  [358] "Engineering Physics"                                                                             
##  [359] "Political Science"                                                                               
##  [360] "structural engineering"                                                                          
##  [361] "Electrical and Computer Engineering"                                                             
##  [362] "Statistics"                                                                                      
##  [363] "Biostatistics"                                                                                   
##  [364] "Comparative Studies"                                                                             
##  [365] "Sustainability"                                                                                  
##  [366] "Statistics"                                                                                      
##  [367] "Chemical Engineering"                                                                            
##  [368] "Math"                                                                                            
##  [369] "Math"                                                                                            
##  [370] "Biology"                                                                                         
##  [371] "Biomedical Engineering"                                                                          
##  [372] "Environmental Engineering"                                                                       
##  [373] "Communication"                                                                                   
##  [374] "Materials Science Engineering"                                                                   
##  [375] "Biosciences"                                                                                     
##  [376] "Advertising"                                                                                     
##  [377] "Interdiciplinary Ecology"                                                                        
##  [378] "Sociology"                                                                                       
##  [379] "human development and family studies"                                                            
##  [380] "IDI"                                                                                             
##  [381] "Biology"                                                                                         
##  [382] "Electrical and Computer Engineering"                                                             
##  [383] "Human Genetics Kyoto McGill Genomic Medicine"                                                    
##  [384] "Biological and Biomedical Sciences IGP Human Genetics"                                           
##  [385] "Statistics"                                                                                      
##  [386] "Biosciences Human Genetics"                                                                      
##  [387] "Biosciences Genetics"                                                                            
##  [388] "Computational Biology"                                                                           
##  [389] "MCB"                                                                                             
##  [390] "molecular and cellular biology"                                                                  
##  [391] "ECE"                                                                                             
##  [392] "Chemistry and Biochemistry"                                                                      
##  [393] "Chemistry and Biochemistry"                                                                      
##  [394] "Graduate School of Education"                                                                    
##  [395] "media and information"                                                                           
##  [396] "Sloan"                                                                                           
##  [397] "Clinical Psychology"                                                                             
##  [398] "Economics"                                                                                       
##  [399] "Environmental Engineering"                                                                       
##  [400] "Electrical Engineering"                                                                          
##  [401] "sociology"                                                                                       
##  [402] "Mechanical Engineering"                                                                          
##  [403] "Civil and Coastal engineering"                                                                   
##  [404] "Earth and Environmental Science"                                                                 
##  [405] "BIOMEDICAL ENGINEERING"                                                                          
##  [406] "Geosciences"                                                                                     
##  [407] "Chemistry"                                                                                       
##  [408] "Developmental Psychology"                                                                        
##  [409] "Chemical and Biomolecular Engineering"                                                           
##  [410] "Chemistry and Biochemistry"                                                                      
##  [411] "biomedical"                                                                                      
##  [412] "biomedical"                                                                                      
##  [413] "Communication"                                                                                   
##  [414] "Chemistry"                                                                                       
##  [415] "pharmaceutics"                                                                                   
##  [416] "educational studies"                                                                             
##  [417] "Biochemistry"                                                                                    
##  [418] "American Studies"                                                                                
##  [419] "Tandon Computer Science"                                                                         
##  [420] "Tandon Computer Science"                                                                         
##  [421] "Music Composition"                                                                               
##  [422] "Politics and International Relations"                                                            
##  [423] "Computer Science"                                                                                
##  [424] "Computer Science"                                                                                
##  [425] "Materials Science and Engineering"                                                               
##  [426] "School of Natural Resources and the Environment"                                                 
##  [427] "immunotherapy"                                                                                   
##  [428] "Cognitive Science"                                                                               
##  [429] "Chemistry Chemical Biology"                                                                      
##  [430] "Ethnic Studies"                                                                                  
##  [431] "Counseling Psychology"                                                                           
##  [432] "Biomedical Sciences Graduate Program"                                                            
##  [433] "Biomedical Sciences Graduate Program"                                                            
##  [434] "Micro"                                                                                           
##  [435] "Microbiology"                                                                                    
##  [436] "Design"                                                                                          
##  [437] "Metallurgical and materials engineering"                                                         
##  [438] "Civil and Environmental Engineering"                                                             
##  [439] "Biological Sciences"                                                                             
##  [440] "Bioengineering"                                                                                  
##  [441] "Occupational science"                                                                            
##  [442] "Engineering Education"                                                                           
##  [443] "Electrical and Computer Engineering"                                                             
##  [444] "History"                                                                                         
##  [445] "Engineering Education"                                                                           
##  [446] "english"                                                                                         
##  [447] "Human Development and Family Studies"                                                            
##  [448] "Chemical Engineering"                                                                            
##  [449] "Chemistry"                                                                                       
##  [450] "Policy Analysis and Management"                                                                  
##  [451] "nursing"                                                                                         
##  [452] "Global urban studies"                                                                            
##  [453] "Mechanical Engineer"                                                                             
##  [454] "Complex Systems and Brain Sciences Ph D"                                                         
##  [455] "Mechanical Engineering and Materials Science"                                                    
##  [456] "DBBS"                                                                                            
##  [457] "College of Communication"                                                                        
##  [458] "Public Affairs"                                                                                  
##  [459] "Linguistics"                                                                                     
##  [460] "Computer Science"                                                                                
##  [461] "Sociology"                                                                                       
##  [462] "Biomedical Engineering"                                                                          
##  [463] "Electrical and Computer Engineering"                                                             
##  [464] "Marine Science"                                                                                  
##  [465] "Electrical Engineering"                                                                          
##  [466] "Biostatistics"                                                                                   
##  [467] "Statistics"                                                                                      
##  [468] "Philosophy"                                                                                      
##  [469] "Statistics"                                                                                      
##  [470] "Wellcome Trust PhD Regenerative Medicine"                                                        
##  [471] "Physics"                                                                                         
##  [472] "Mathematics"                                                                                     
##  [473] "Mathematics"                                                                                     
##  [474] "Chemistry"                                                                                       
##  [475] "Chemistry"                                                                                       
##  [476] "Social Work"                                                                                     
##  [477] "Risk and Insurance"                                                                              
##  [478] "Business"                                                                                        
##  [479] "Management"                                                                                      
##  [480] "Driskill Graduate Program"                                                                       
##  [481] "Statistics"                                                                                      
##  [482] "Physics"                                                                                         
##  [483] "Pharmacology"                                                                                    
##  [484] "PNP"                                                                                             
##  [485] "electrical and computer engineering"                                                             
##  [486] "Neuroscience"                                                                                    
##  [487] "Social Work"                                                                                     
##  [488] "Education"                                                                                       
##  [489] "Experimental Psychology"                                                                         
##  [490] "chemistry"                                                                                       
##  [491] "Electrical Computing Engineering"                                                                
##  [492] "Cell and Molecular biology"                                                                      
##  [493] "Medical genetics"                                                                                
##  [494] "Psychology"                                                                                      
##  [495] "Psychology"                                                                                      
##  [496] "Food Science"                                                                                    
##  [497] "Computer Science"                                                                                
##  [498] "Computer Science"                                                                                
##  [499] "Biomedical engineering"                                                                          
##  [500] "Psychology"                                                                                      
##  [501] "Epidemiology"                                                                                    
##  [502] "Epidemiology"                                                                                    
##  [503] "Mechanical Engineering"                                                                          
##  [504] "Psychology"                                                                                      
##  [505] "Neuroscience"                                                                                    
##  [506] "Biomedical Informatics"                                                                          
##  [507] "Physics and Astronomy"                                                                           
##  [508] "Sociology"                                                                                       
##  [509] "Sociology"                                                                                       
##  [510] "Sociology"                                                                                       
##  [511] "Sociology"                                                                                       
##  [512] "ME"                                                                                              
##  [513] "MEAM GRASP"                                                                                      
##  [514] "Clinical Psychology"                                                                             
##  [515] "Physics And Astronomy"                                                                           
##  [516] "Journalism and Mass Communication"                                                               
##  [517] "statistics"                                                                                      
##  [518] "political science"                                                                               
##  [519] "Anthropology"                                                                                    
##  [520] "Anthropology"                                                                                    
##  [521] "Biomedical Sciences"                                                                             
##  [522] "History"                                                                                         
##  [523] "History PhD"                                                                                     
##  [524] "History PhD"                                                                                     
##  [525] "Political Science"                                                                               
##  [526] "system engineering"                                                                              
##  [527] "Ecology Evolution and Organismal Biology"                                                        
##  [528] "Epidemiology and Human Genetics"                                                                 
##  [529] "Earth and Planetary Science"                                                                     
##  [530] "Harris Public Policy"                                                                            
##  [531] "Electrical Engineering"                                                                          
##  [532] "Art History"                                                                                     
##  [533] "biology"                                                                                         
##  [534] "Economics"                                                                                       
##  [535] "Economics"                                                                                       
##  [536] "Economics"                                                                                       
##  [537] "Economics"                                                                                       
##  [538] "CSE"                                                                                             
##  [539] "biomedical engineering"                                                                          
##  [540] "Biomedical Engineering"                                                                          
##  [541] "Applied plant sciences"                                                                          
##  [542] "Chemical and Biomolecular Engineering"                                                           
##  [543] "Chemistry Biochemistry"                                                                          
##  [544] "Duke University"                                                                                 
##  [545] "economics"                                                                                       
##  [546] "BBS"                                                                                             
##  [547] "Comparative Literature"                                                                          
##  [548] "Pharmacy Practice"                                                                               
##  [549] "mechanical engineering"                                                                          
##  [550] "English"                                                                                         
##  [551] "Clinical Psychology"                                                                             
##  [552] "Clinical Psychology"                                                                             
##  [553] "Clinical Psychology"                                                                             
##  [554] "Clinical Psychology"                                                                             
##  [555] "Clinical Psychology"                                                                             
##  [556] "Clinical Psychology"                                                                             
##  [557] "Clinical Psychology"                                                                             
##  [558] "Clinical Psychology"                                                                             
##  [559] "Clinical Psychology"                                                                             
##  [560] "Computer Science"                                                                                
##  [561] "Computer Science"                                                                                
##  [562] "Physics"                                                                                         
##  [563] "Physics"                                                                                         
##  [564] "Integrative and Conservation Biology"                                                            
##  [565] "Electrical engineering"                                                                          
##  [566] "Epidemiology"                                                                                    
##  [567] "Epidemiology"                                                                                    
##  [568] "Microbiology"                                                                                    
##  [569] "Microbiology Graduate Group"                                                                     
##  [570] "Geosciences"                                                                                     
##  [571] "Computer Science"                                                                                
##  [572] "Sociology PhD"                                                                                   
##  [573] "Graduate School of Education PhD in Education"                                                   
##  [574] "Electrical and Computer Engineering"                                                             
##  [575] "Criminology Law Society"                                                                         
##  [576] "Electrical engineering"                                                                          
##  [577] "Economics"                                                                                       
##  [578] "History"                                                                                         
##  [579] "Microbiology"                                                                                    
##  [580] "political science"                                                                               
##  [581] "political science"                                                                               
##  [582] "economics"                                                                                       
##  [583] "economics"                                                                                       
##  [584] "English"                                                                                         
##  [585] "Statistics"                                                                                      
##  [586] "Statistics"                                                                                      
##  [587] "Statistics"                                                                                      
##  [588] "Operation Management"                                                                            
##  [589] "Operation Management"                                                                            
##  [590] "Chemical Engineering"                                                                            
##  [591] "English"                                                                                         
##  [592] "Computer Science"                                                                                
##  [593] "Integrative Biology"                                                                             
##  [594] "Integrative Biology"                                                                             
##  [595] "Integrative Biology"                                                                             
##  [596] "civil Engineering"                                                                               
##  [597] "math"                                                                                            
##  [598] "business"                                                                                        
##  [599] "Imaging Science"                                                                                 
##  [600] "Bioengineering PhD"                                                                              
##  [601] "Bioengineering PhD"                                                                              
##  [602] "Bioengineering PhD"                                                                              
##  [603] "Bioengineering"                                                                                  
##  [604] "Bioengineering"                                                                                  
##  [605] "Educational Psychology"                                                                          
##  [606] "Political Science"                                                                               
##  [607] "History"                                                                                         
##  [608] "History"                                                                                         
##  [609] "History"                                                                                         
##  [610] "History"                                                                                         
##  [611] "psychology"                                                                                      
##  [612] "English"                                                                                         
##  [613] "Philosophy"                                                                                      
##  [614] "Comparative Biomedical Sciences"                                                                 
##  [615] "MCDB"                                                                                            
##  [616] "Biological sciences"                                                                             
##  [617] "history"                                                                                         
##  [618] "history"                                                                                         
##  [619] "sociology"                                                                                       
##  [620] "economics"                                                                                       
##  [621] "Anthropology"                                                                                    
##  [622] "chemistry"                                                                                       
##  [623] "Philosophy"                                                                                      
##  [624] "nursing"                                                                                         
##  [625] "Genetics"                                                                                        
##  [626] "Philosophy PhD"                                                                                  
##  [627] "Linguistics"                                                                                     
##  [628] "Nursing"                                                                                         
##  [629] "Materials Science and Engineering"                                                               
##  [630] "Clinical Psychology"                                                                             
##  [631] "Law and Economics Ph D"                                                                          
##  [632] "Program for Applied and Computation Mathematics PACM"                                            
##  [633] "Biology"                                                                                         
##  [634] "Annenberg Communication"                                                                         
##  [635] "Astronomy"                                                                                       
##  [636] "Biology"                                                                                         
##  [637] "ECE"                                                                                             
##  [638] "East Asian Studies"                                                                              
##  [639] "East Asian Studies"                                                                              
##  [640] "population health sciences Epidemiology"                                                         
##  [641] "Mathematics"                                                                                     
##  [642] "Communication"                                                                                   
##  [643] "Computer Science"                                                                                
##  [644] "plant and microbial biology"                                                                     
##  [645] "Sociology"                                                                                       
##  [646] "Higher Education"                                                                                
##  [647] "Chemical Biological and Environmental Engineering"                                               
##  [648] "Geoscience"                                                                                      
##  [649] "Biology"                                                                                         
##  [650] "Earth"                                                                                           
##  [651] "History"                                                                                         
##  [652] "Political Science"                                                                               
##  [653] "Journalism"                                                                                      
##  [654] "NPRE"                                                                                            
##  [655] "Spanish"                                                                                         
##  [656] "Mathematics"                                                                                     
##  [657] "political Science"                                                                               
##  [658] "Political Science"                                                                               
##  [659] "Math"                                                                                            
##  [660] "Genetics"                                                                                        
##  [661] "Microbiology"                                                                                    
##  [662] "Business"                                                                                        
##  [663] "Finance"                                                                                         
##  [664] "east asian"                                                                                      
##  [665] "Political Science"                                                                               
##  [666] "History"                                                                                         
##  [667] "Federal Grant"                                                                                   
##  [668] "Statistics"                                                                                      
##  [669] "Math"                                                                                            
##  [670] "Bioengineering"                                                                                  
##  [671] "Agricultural Economics"                                                                          
##  [672] "English"                                                                                         
##  [673] "Neuroscience"                                                                                    
##  [674] "IMB"                                                                                             
##  [675] "Cell biology"                                                                                    
##  [676] "Sociology"                                                                                       
##  [677] "ECE"                                                                                             
##  [678] "Economics"                                                                                       
##  [679] "Sackler"                                                                                         
##  [680] "Psychology"                                                                                      
##  [681] "Urban Planning"                                                                                  
##  [682] "Watson school"                                                                                   
##  [683] "Watson school of biological sciences"                                                            
##  [684] "Aerospace Engineering"                                                                           
##  [685] "Chemistry"                                                                                       
##  [686] "Chemistry"                                                                                       
##  [687] "Toxicology"                                                                                      
##  [688] "Education"                                                                                       
##  [689] "Electrical Engineering"                                                                          
##  [690] "English"                                                                                         
##  [691] "English"                                                                                         
##  [692] "Cinema Media Studies"                                                                            
##  [693] "Bioengineering"                                                                                  
##  [694] "School of Information Science"                                                                   
##  [695] "School of Information Science"                                                                   
##  [696] "School of Information Science"                                                                   
##  [697] "Physiology Cell and Molecular Biology"                                                           
##  [698] "Neuroscience"                                                                                    
##  [699] "Neurologia Neurociencias"                                                                        
##  [700] "Business"                                                                                        
##  [701] "School of Behavioral and Brain Science"                                                          
##  [702] "Business"                                                                                        
##  [703] "English Creative Writing"                                                                        
##  [704] "Materials Science and Engineering"                                                               
##  [705] "Mechanical Engineering and Materials Science"                                                    
##  [706] "Sociology"                                                                                       
##  [707] "Biomedical Engineering"                                                                          
##  [708] "Applied Mathematics Statistics and Scientific Computation"                                       
##  [709] "Department of Informatics"                                                                       
##  [710] "Communications"                                                                                  
##  [711] "Communications"                                                                                  
##  [712] "Nuclear Engineering"                                                                             
##  [713] "ECE"                                                                                             
##  [714] "Risk and Insurance"                                                                              
##  [715] "Chemical and Biological Engineering"                                                             
##  [716] "Earth and Environmental Sciences"                                                                
##  [717] "melc"                                                                                            
##  [718] "Journalism and media studies"                                                                    
##  [719] "Journalism and media studies"                                                                    
##  [720] "International Political Economy"                                                                 
##  [721] "Music"                                                                                           
##  [722] "Music"                                                                                           
##  [723] "History of Science Technology and Medicine"                                                      
##  [724] "Physics"                                                                                         
##  [725] "Sociology"                                                                                       
##  [726] "Cognition and Perception"                                                                        
##  [727] "American Studies"                                                                                
##  [728] "Education"                                                                                       
##  [729] "history"                                                                                         
##  [730] "Electrical Engineering and Computer Science EECS"                                                
##  [731] "Electrical and Computer Engineering ECE"                                                         
##  [732] "Graduate School of Arts and Sciences"                                                            
##  [733] "Graduate School of Arts and Sciences"                                                            
##  [734] "Bioengineering"                                                                                  
##  [735] "Biomedical engineering"                                                                          
##  [736] "political science"                                                                               
##  [737] "Music M M Conducting"                                                                            
##  [738] "Pharmacology and Physiology"                                                                     
##  [739] "Physiology Biophysics Systems Biology"                                                           
##  [740] "Chemistry"                                                                                       
##  [741] "Aerospace Engineering"                                                                           
##  [742] "Philosophy"                                                                                      
##  [743] "Political Science"                                                                               
##  [744] "Sociology"                                                                                       
##  [745] "Sociology"                                                                                       
##  [746] "Communications"                                                                                  
##  [747] "Chemistry and Biochemistry"                                                                      
##  [748] "Environmental and Plant Biology"                                                                 
##  [749] "Graduate College"                                                                                
##  [750] "Mechanical Engineering"                                                                          
##  [751] "Human Pathophysiology and Translational Medicine"                                                
##  [752] "Environment"                                                                                     
##  [753] "Astronomy"                                                                                       
##  [754] "Watson School of Biological Sciences"                                                            
##  [755] "Computer Science"                                                                                
##  [756] "Biological Sciences"                                                                             
##  [757] "School of Nursing"                                                                               
##  [758] "School of Nursing"                                                                               
##  [759] "School of Nursing"                                                                               
##  [760] "Industrial Engineering"                                                                          
##  [761] "Clinical Psychology"                                                                             
##  [762] "EDS"                                                                                             
##  [763] "School of Medicine"                                                                              
##  [764] "Geography"                                                                                       
##  [765] "English"                                                                                         
##  [766] "Accounting"                                                                                      
##  [767] "Obstetrics and Gynaecology"                                                                      
##  [768] "Computer Science PhD"                                                                            
##  [769] "Sociology"                                                                                       
##  [770] "School of Communication and Information"                                                         
##  [771] "Psychology"                                                                                      
##  [772] "Education"                                                                                       
##  [773] "English and Comparative Literature"                                                              
##  [774] "Tetrad"                                                                                          
##  [775] "IST"                                                                                             
##  [776] "English"                                                                                         
##  [777] "Political Science"                                                                               
##  [778] "Business Analytics"                                                                              
##  [779] "Math"                                                                                            
##  [780] "Sociology"                                                                                       
##  [781] "Spanish Literature"                                                                              
##  [782] "Computer Science"                                                                                
##  [783] "Informatics"                                                                                     
##  [784] "Architecture"                                                                                    
##  [785] "Public health sciences"                                                                          
##  [786] "Statistics"                                                                                      
##  [787] "Human Development and Family Studies"                                                            
##  [788] "Human Development and Family Studies"                                                            
##  [789] "NIH GPP"                                                                                         
##  [790] "Chemistry and Biochemistry"                                                                      
##  [791] "Informatics"                                                                                     
##  [792] "Finance"                                                                                         
##  [793] "Computer Science"                                                                                
##  [794] "Sociology"                                                                                       
##  [795] "linguistics"                                                                                     
##  [796] "Communication"                                                                                   
##  [797] "Communication"                                                                                   
##  [798] "Informatics"                                                                                     
##  [799] "Red Sea Research Center"                                                                         
##  [800] "Music"                                                                                           
##  [801] "Economics"                                                                                       
##  [802] "Music Composition"                                                                               
##  [803] "Neuroscience"                                                                                    
##  [804] "Communication"                                                                                   
##  [805] "Biochemistry Molecular Biology and Biophysics"                                                   
##  [806] "Middle eastern studies"                                                                          
##  [807] "Toxicology"                                                                                      
##  [808] "Environmental Health Sciences"                                                                   
##  [809] "Chemistry"                                                                                       
##  [810] "Chemistry"                                                                                       
##  [811] "MA Digital Musics"                                                                               
##  [812] "Psychology"                                                                                      
##  [813] "Information School"                                                                              
##  [814] "Music"                                                                                           
##  [815] "Music"                                                                                           
##  [816] "Human development and family studies"                                                            
##  [817] "Neuroscience and Experimental Therapeutics"                                                      
##  [818] "Economics"                                                                                       
##  [819] "Psychology"                                                                                      
##  [820] "Ecology and evolutionary biology"                                                                
##  [821] "Education"                                                                                       
##  [822] "Human Paleobiology"                                                                              
##  [823] "School of Biological Sciences"                                                                   
##  [824] "Bioengineering"                                                                                  
##  [825] "Pathology"                                                                                       
##  [826] "Accounting"                                                                                      
##  [827] "Mathematical Sciences"                                                                           
##  [828] "Neuroscience"                                                                                    
##  [829] "Mathematical Sciences"                                                                           
##  [830] "Mathematics"                                                                                     
##  [831] "Physics"                                                                                         
##  [832] "School of Information"                                                                           
##  [833] "Bioinformatics"                                                                                  
##  [834] "Molecular Cell Biology"                                                                          
##  [835] "Nano"                                                                                            
##  [836] "College of Education Teaching Learning and Sociocultural Studies"                                
##  [837] "Mass Communications"                                                                             
##  [838] "Astronomy"                                                                                       
##  [839] "Physics"                                                                                         
##  [840] "Driskill Graduate Program"                                                                       
##  [841] "GSB"                                                                                             
##  [842] "Driskill Graduate Program"                                                                       
##  [843] "Driskill Graduate Program"                                                                       
##  [844] "Psychology"                                                                                      
##  [845] "Neuroscience Graduate Program"                                                                   
##  [846] "Biomolecular Science and Engineering"                                                            
##  [847] "Chemistry"                                                                                       
##  [848] "Engineering Sciences And Applied Mathematics"                                                    
##  [849] "Psychological Sciences"                                                                          
##  [850] "Psychology PhD"                                                                                  
##  [851] "Physics"                                                                                         
##  [852] "Nuclear Engineering"                                                                             
##  [853] "Higher Education PhD"                                                                            
##  [854] "Gpp"                                                                                             
##  [855] "Applied linguistics"                                                                             
##  [856] "Chemistry"                                                                                       
##  [857] "French"                                                                                          
##  [858] "Music"                                                                                           
##  [859] "ECE"                                                                                             
##  [860] "Music"                                                                                           
##  [861] "Graduate School of Business"                                                                     
##  [862] "economics"                                                                                       
##  [863] "Economics"                                                                                       
##  [864] "History"                                                                                         
##  [865] "Neuroscience"                                                                                    
##  [866] "Communication"                                                                                   
##  [867] "Interdepartmental Neuroscience Program"                                                          
##  [868] "College of Musical Arts"                                                                         
##  [869] "Computer Science"                                                                                
##  [870] "Graduate School of Arts and Sciences"                                                            
##  [871] "Agricultural and Resource Economics"                                                             
##  [872] "Environment health"                                                                              
##  [873] "Bloomberg School of Public Health PhD in Health Policy and Management"                           
##  [874] "Bloomberg School of Public Health PhD in Health Policy and Management"                           
##  [875] "Bloomberg School of Public Health PhD in Health Policy and Management"                           
##  [876] "Bloomberg School of Public Health PhD in Health Policy and Management"                           
##  [877] "Bloomberg School of Public Health PhD in Health Policy and Management"                           
##  [878] "Experimental Pathology"                                                                          
##  [879] "English"                                                                                         
##  [880] "Anthropology"                                                                                    
##  [881] "Management"                                                                                      
##  [882] "Management"                                                                                      
##  [883] "Criminal Justice"                                                                                
##  [884] "Education"                                                                                       
##  [885] "Geography"                                                                                       
##  [886] "Geography"                                                                                       
##  [887] "Robotics"                                                                                        
##  [888] "PhD program"                                                                                     
##  [889] "Graduate Program in Neuroscience"                                                                
##  [890] "Computer Science"                                                                                
##  [891] "Computational Neuroscience"                                                                      
##  [892] "Education Policy and Leadership"                                                                 
##  [893] "Biology"                                                                                         
##  [894] "Forest and conservation sciences"                                                                
##  [895] "Brain and Cognitive Sciences"                                                                    
##  [896] "Religion"                                                                                        
##  [897] "Preventive Medicine"                                                                             
##  [898] "School of Science PhD"                                                                           
##  [899] "Earth andEnvironmental sciences"                                                                 
##  [900] "Plant and Microbial biology"                                                                     
##  [901] "Biology Genetics Genomics"                                                                       
##  [902] "Law"                                                                                             
##  [903] "School of Theology and Religious Studies"                                                        
##  [904] "Musicology"                                                                                      
##  [905] "English"                                                                                         
##  [906] "Nutrition Food and Exercise Sciences"                                                            
##  [907] "Program in Chemical Biology"                                                                     
##  [908] "Folklore"                                                                                        
##  [909] "Folklore"                                                                                        
##  [910] "Folklore"                                                                                        
##  [911] "Epidemiology"                                                                                    
##  [912] "Biomedical Informatics"                                                                          
##  [913] "Public Health"                                                                                   
##  [914] "Joint PhD for Social Work and Social Science"                                                    
##  [915] "Center for Neural Science"                                                                       
##  [916] "Chemical and Biomolecular Engineering"                                                           
##  [917] "Biology"                                                                                         
##  [918] "Media Arts and Sciences"                                                                         
##  [919] "School of Criminal Justice"                                                                      
##  [920] "Theater Arts Performance Studies"                                                                
##  [921] "History"                                                                                         
##  [922] "Sociology"                                                                                       
##  [923] "Management"                                                                                      
##  [924] "History"                                                                                         
##  [925] "History"                                                                                         
##  [926] "English"                                                                                         
##  [927] "Biomedical Genetics"                                                                             
##  [928] "Computational Biology"                                                                           
##  [929] "Wildlife Fisheries and Aquaculture"                                                              
##  [930] "Psychiatry"                                                                                      
##  [931] "Criminology and Justice Studies"                                                                 
##  [932] "Neuroscience and Cognitive Science"                                                              
##  [933] "Pharmaceutical Outcomes and Policy"                                                              
##  [934] "civil engineering"                                                                               
##  [935] "Population Health Sciences"                                                                      
##  [936] "Chemistry"                                                                                       
##  [937] "Department of Biological Sciences"                                                               
##  [938] "Plant and microbial biology"                                                                     
##  [939] "Plant and microbial biology"                                                                     
##  [940] "Plant and microbial biology"                                                                     
##  [941] "Plant and microbial biology"                                                                     
##  [942] "Biological Sciences in Public Health"                                                            
##  [943] "Neuroscience"                                                                                    
##  [944] "Chemical Engineering"                                                                            
##  [945] "Biology"                                                                                         
##  [946] "Psychology"                                                                                      
##  [947] "Architecture"                                                                                    
##  [948] "Chemical Engineering"                                                                            
##  [949] "computer science"                                                                                
##  [950] "Music Theory"                                                                                    
##  [951] "Sociology"                                                                                       
##  [952] "Special Education"                                                                               
##  [953] "MD PhD"                                                                                          
##  [954] "Life science"                                                                                    
##  [955] "Life science"                                                                                    
##  [956] "Economics"                                                                                       
##  [957] "Mathematics"                                                                                     
##  [958] "Chemistry"                                                                                       
##  [959] "Chemistry"                                                                                       
##  [960] "Biological sciences"                                                                             
##  [961] "Electrical and Computer Engineering"                                                             
##  [962] "PhD metallurgy and Materials"                                                                    
##  [963] "Forestry"                                                                                        
##  [964] "Urban Studies and Planning"                                                                      
##  [965] "Computer Science"                                                                                
##  [966] "Physics"                                                                                         
##  [967] "PhD Psychiatry"                                                                                  
##  [968] "Animal and Food Sciences"                                                                        
##  [969] "Civil Engineering"                                                                               
##  [970] "Finance"                                                                                         
##  [971] "computer science"                                                                                
##  [972] "Bioengineering"                                                                                  
##  [973] "Plant Pathology"                                                                                 
##  [974] "Physics"                                                                                         
##  [975] "Biology"                                                                                         
##  [976] "Economics"                                                                                       
##  [977] "Chemical engineering"                                                                            
##  [978] "Neuroscience"                                                                                    
##  [979] "INDP"                                                                                            
##  [980] "Political science"                                                                               
##  [981] "Biology"                                                                                         
##  [982] "History"                                                                                         
##  [983] "Education"                                                                                       
##  [984] "Education"                                                                                       
##  [985] "Doctor of Design"                                                                                
##  [986] "History PhD"                                                                                     
##  [987] "Hearing and Speech sciences"                                                                     
##  [988] "Neuroscience"                                                                                    
##  [989] "Biomedical Engineering"                                                                          
##  [990] "Psychology"                                                                                      
##  [991] "American studies and ethnicity"                                                                  
##  [992] "Chemistry"                                                                                       
##  [993] "Earth and Environmental Science"                                                                 
##  [994] "Medicine"                                                                                        
##  [995] "Social Work"                                                                                     
##  [996] "English PhR"                                                                                     
##  [997] "Immunology"                                                                                      
##  [998] "School of Nursing"                                                                               
##  [999] "English Language and Linguistics"                                                                
## [1000] "Agricultural Economics"                                                                          
## [1001] "Civil and environmental engineering"                                                             
## [1002] "Computer Science"                                                                                
## [1003] "Genetics"                                                                                        
## [1004] "Psychology"                                                                                      
## [1005] "Biosciences"                                                                                     
## [1006] "Political Sciencd"                                                                               
## [1007] "Molecular Biosciences"                                                                           
## [1008] "Biomedical Sciences"                                                                             
## [1009] "TuDMM"                                                                                           
## [1010] "Neuroscience Unit"                                                                               
## [1011] "Environmental Studies"                                                                           
## [1012] "English"                                                                                         
## [1013] "Computational Science and Engineering"                                                           
## [1014] "Industrial organizational Psychology"                                                            
## [1015] "Computational Science and Engineering"                                                           
## [1016] "BioMolecular Sciences"                                                                           
## [1017] "GSB Finance"                                                                                     
## [1018] "Human Development Family Studies"                                                                
## [1019] "EEB"                                                                                             
## [1020] "Biomedical Graduate Studies"                                                                     
## [1021] "Cognitive Neuroscience"                                                                          
## [1022] "Psychology"                                                                                      
## [1023] "COS Biology IBN"                                                                                 
## [1024] "Education"                                                                                       
## [1025] "COS Biology IB"                                                                                  
## [1026] "Biology GCDB"                                                                                    
## [1027] "English"                                                                                         
## [1028] "Biology"                                                                                         
## [1029] "Microbiology"                                                                                    
## [1030] "Sociology"                                                                                       
## [1031] "Biomedical Engineering"                                                                          
## [1032] "MGCB CMB"                                                                                        
## [1033] "Computer Science"                                                                                
## [1034] "Entomology"                                                                                      
## [1035] "Biological Sciences"                                                                             
## [1036] "Biomedical Engineering"                                                                          
## [1037] "Genomics Computational Biology"                                                                  
## [1038] "Mechanical Engineering"                                                                          
## [1039] "Health Behavior"                                                                                 
## [1040] "Psychology"                                                                                      
## [1041] "School of Social Service Administration"                                                         
## [1042] "Computer Science"                                                                                
## [1043] "Communication"                                                                                   
## [1044] "Environmental engineering"                                                                       
## [1045] "Immunology and Microbiology"                                                                     
## [1046] "Bpk"                                                                                             
## [1047] "Earth and planetary science"                                                                     
## [1048] "Human Development"                                                                               
## [1049] "Neuroscience"                                                                                    
## [1050] "Cell and Molecular Biology"                                                                      
## [1051] "Plant Pathology"                                                                                 
## [1052] "Neuroscience"                                                                                    
## [1053] "Computer Engineering"                                                                            
## [1054] "Sociology"                                                                                       
## [1055] "English"                                                                                         
## [1056] "Biological Sciences"                                                                             
## [1057] "Chemistry"                                                                                       
## [1058] "Political Science"                                                                               
## [1059] "School of medicine"                                                                              
## [1060] "Chemical and Biological engineering"                                                             
## [1061] "Psychology Clinical"                                                                             
## [1062] "Microbiology"                                                                                    
## [1063] "Biochemistry Molecular Biology"                                                                  
## [1064] "Biochemistry Molecular Biology"                                                                  
## [1065] "Biology Phd"                                                                                     
## [1066] "Political science"                                                                               
## [1067] "Mechanical and Aerospace Engineering"                                                            
## [1068] "Social and Behavioral Sciences"                                                                  
## [1069] "Computer Science"                                                                                
## [1070] "Environmental Sciences"                                                                          
## [1071] "Neuroscience"                                                                                    
## [1072] "english"                                                                                         
## [1073] "Chemical Engineeeing"                                                                            
## [1074] "English"                                                                                         
## [1075] "Clinical Psychology"                                                                             
## [1076] "Engineering"                                                                                     
## [1077] "Graduate Program for Neuroscience"                                                               
## [1078] "Neuroscience"                                                                                    
## [1079] "Neuroscience"                                                                                    
## [1080] "Mathematics"                                                                                     
## [1081] "College of Science"                                                                              
## [1082] "Public Policy"                                                                                   
## [1083] "Biomedical sciences"                                                                             
## [1084] "Chemical Engineering and Materials Science"                                                      
## [1085] "Biochemistry"                                                                                    
## [1086] "Political Science"                                                                               
## [1087] "Political Science"                                                                               
## [1088] "Medical Microbiology and Infectious Diseases"                                                    
## [1089] "Medical Microbiology and Infectious Diseases"                                                    
## [1090] "Medical Microbiology and Infectious Diseases"                                                    
## [1091] "Biological and biomedical studies"                                                               
## [1092] "Biological and biomedical studies"                                                               
## [1093] "English"                                                                                         
## [1094] "Psychology"                                                                                      
## [1095] "Biology"                                                                                         
## [1096] "Biomedical science"                                                                              
## [1097] "Psychology"                                                                                      
## [1098] "school of human evolution and social change"                                                     
## [1099] "Biology"                                                                                         
## [1100] "All of them"                                                                                     
## [1101] "Education"                                                                                       
## [1102] "Biological sciences"                                                                             
## [1103] "Mathematics"                                                                                     
## [1104] "Computer Science NYU in Abu Dhabi"                                                               
## [1105] "Electrical"                                                                                      
## [1106] "Electrical"                                                                                      
## [1107] "Computer science PhD"                                                                            
## [1108] "Geosciences"                                                                                     
## [1109] "Art History"                                                                                     
## [1110] "Biology"                                                                                         
## [1111] "Earth and Environmental Sciences"                                                                
## [1112] "Microbiology and immunology"                                                                     
## [1113] "Plant biology ecology and evokution"                                                             
## [1114] "Psychology"                                                                                      
## [1115] "Psychology"                                                                                      
## [1116] "Psychology"                                                                                      
## [1117] "Business"                                                                                        
## [1118] "Neuroscience"                                                                                    
## [1119] "Communication"                                                                                   
## [1120] "McGill"                                                                                          
## [1121] "Music"                                                                                           
## [1122] "MD PhD Program"                                                                                  
## [1123] "Human Computer Interaction"                                                                      
## [1124] "Astronomy"                                                                                       
## [1125] "Applied and Computational Mathematics and Statistics"                                            
## [1126] "Engineering Physics"                                                                             
## [1127] "Sackler Institute Medical School"                                                                
## [1128] "Engineering Physics"                                                                             
## [1129] "Geography"                                                                                       
## [1130] "Nursing"                                                                                         
## [1131] "Psychology"                                                                                      
## [1132] "Bioengineering"                                                                                  
## [1133] "American Studies"                                                                                
## [1134] "Immunology Frontier Research Center"                                                             
## [1135] "Agricultural Food and Resource Econ"                                                             
## [1136] "Anthropology"                                                                                    
## [1137] "Engineering"                                                                                     
## [1138] "Molecular and Developmental Biology"                                                             
## [1139] "Bioinformatics and Integrative Genomics"                                                         
## [1140] "Computer Science"                                                                                
## [1141] "Biological Sciences"                                                                             
## [1142] "Cellular Molecular Biology"                                                                      
## [1143] "Psychology"                                                                                      
## [1144] "Music"                                                                                           
## [1145] "Computer Science"                                                                                
## [1146] "Chemistry"                                                                                       
## [1147] "Applied math"                                                                                    
## [1148] "Nutrition"                                                                                       
## [1149] "Psychology"                                                                                      
## [1150] "Politics"                                                                                        
## [1151] "MSTP"                                                                                            
## [1152] "Animal and Food Science"                                                                         
## [1153] "Language Science and Technology"                                                                 
## [1154] "Earth and Environmental Sciences"                                                                
## [1155] "Music"                                                                                           
## [1156] "Criminology"                                                                                     
## [1157] "Forest Rangeland and Fire Sciences"                                                              
## [1158] "Sociology"                                                                                       
## [1159] "Biomedical Engineering"                                                                          
## [1160] "Ecology Evolution and Conservation Biology"                                                      
## [1161] "PMCB"                                                                                            
## [1162] "Psychology"                                                                                      
## [1163] "Melbourne School of Psychological Sciences"                                                      
## [1164] "Veterinary Microbiology"                                                                         
## [1165] "Psychology"                                                                                      
## [1166] "Russian Eurasian Studies"                                                                        
## [1167] "Earth and Environmental Sciences"                                                                
## [1168] "Earth and Environmental Sciences"                                                                
## [1169] "Public Health Sciences"                                                                          
## [1170] "Statistics"                                                                                      
## [1171] "Astronomy"                                                                                       
## [1172] "Earth and Space Sciences"                                                                        
## [1173] "Math"                                                                                            
## [1174] "Clinical Translational Science"                                                                  
## [1175] "Biological Sciences in Public Health"                                                            
## [1176] "Chemistry"                                                                                       
## [1177] "Economics"                                                                                       
## [1178] "Chemistry"                                                                                       
## [1179] "Chemistry"                                                                                       
## [1180] "Geology"                                                                                         
## [1181] "Biology"                                                                                         
## [1182] "Psychology"                                                                                      
## [1183] "Physics"                                                                                         
## [1184] "History"                                                                                         
## [1185] "Music DMA"                                                                                       
## [1186] "Linguistics"                                                                                     
## [1187] "Biological Sciences"                                                                             
## [1188] "Biological Sciences"                                                                             
## [1189] "Plant and Microbial Biology"                                                                     
## [1190] "Chemical Engineering"                                                                            
## [1191] "Biochemistry and Molecular Biology"                                                              
## [1192] "Biological Sciences"                                                                             
## [1193] "Experimental Psychology"                                                                         
## [1194] "Astronomy"                                                                                       
## [1195] "Geography"                                                                                       
## [1196] "Psychology"                                                                                      
## [1197] "Genomics and Computational Biology"                                                              
## [1198] "School of Forest Resources"                                                                      
## [1199] "Astrophysics"                                                                                    
## [1200] "Chemical Biologican Engineering"                                                                 
## [1201] "Computer Science"                                                                                
## [1202] "Physics"                                                                                         
## [1203] "Biology"                                                                                         
## [1204] "Biological Sciences"                                                                             
## [1205] "Biology"                                                                                         
## [1206] "Civil Environmental Engineering Earth Sciences"                                                  
## [1207] "Geography"                                                                                       
## [1208] "Biology"                                                                                         
## [1209] "Neuroscience"                                                                                    
## [1210] "Anthropology Archaeology"                                                                        
## [1211] "Geosciences"                                                                                     
## [1212] "Psychology"                                                                                      
## [1213] "Health Research Methods"                                                                         
## [1214] "Entomology"                                                                                      
## [1215] "Education PhD full time Creativities"                                                            
## [1216] "Cancer Biology"                                                                                  
## [1217] "Cancer Biology"                                                                                  
## [1218] "Electrical Engineering and Computer Science"                                                     
## [1219] "Political Science"                                                                               
## [1220] "Wildlife Sciences"                                                                               
## [1221] "School of Medicine"                                                                              
## [1222] "Geography"                                                                                       
## [1223] "Marie Sklodowska Curie Actions European Training Network"                                        
## [1224] "Cell and molecular biology"                                                                      
## [1225] "NELC"                                                                                            
## [1226] "Applied Physics and Materials Science"                                                           
## [1227] "Geography"                                                                                       
## [1228] "Biomedical Engineering"                                                                          
## [1229] "Materials Engineering"                                                                           
## [1230] "Physics Atmospheric"                                                                             
## [1231] "Genetics"                                                                                        
## [1232] "Physics Atmospheric"                                                                             
## [1233] "MARB"                                                                                            
## [1234] "Linguistics"                                                                                     
## [1235] "College of Education"                                                                            
## [1236] "Plant Soil and Microbial Science"                                                                
## [1237] "Physics Atmospheric"                                                                             
## [1238] "History"                                                                                         
## [1239] "Psychology"                                                                                      
## [1240] "Ferrier Research Institute"                                                                      
## [1241] "School of Exercise and Rehabilitation Sciences"                                                  
## [1242] "Bioengineering"                                                                                  
## [1243] "Political Science"                                                                               
## [1244] "Earth and Environmental Sciences"                                                                
## [1245] "Philosophy"                                                                                      
## [1246] "MSME"                                                                                            
## [1247] "Sociology"                                                                                       
## [1248] "Biological Sciences"                                                                             
## [1249] "Chemistry"                                                                                       
## [1250] "Pharmacology"                                                                                    
## [1251] "Information"                                                                                     
## [1252] "Anthropology"                                                                                    
## [1253] "Genetics"                                                                                        
## [1254] "Cell Biology and Anatomy"                                                                        
## [1255] "School of Psychology"                                                                            
## [1256] "Computer Science"                                                                                
## [1257] "Chemistry and Chemical Biology"                                                                  
## [1258] "Government and Politics"                                                                         
## [1259] "Biomedical Sciences"                                                                             
## [1260] "AeroAstro"                                                                                       
## [1261] "English"                                                                                         
## [1262] "Medical Engineering"                                                                             
## [1263] "Chemical Engineering"                                                                            
## [1264] "Communication"                                                                                   
## [1265] "Chemistry"                                                                                       
## [1266] "Atmospheric Sciences"                                                                            
## [1267] "Molecular Microbiology and Immunology"                                                           
## [1268] "Mechanical Engineering"                                                                          
## [1269] "Network and Data Science"                                                                        
## [1270] "School of Human Evolution and Social Change"                                                     
## [1271] "Political Science"                                                                               
## [1272] "Neuroscience"                                                                                    
## [1273] "Geography"                                                                                       
## [1274] "Chemistry"                                                                                       
## [1275] "Optometry"                                                                                       
## [1276] "Biological Sciences"                                                                             
## [1277] "Biology"                                                                                         
## [1278] "English"                                                                                         
## [1279] "Biology"                                                                                         
## [1280] "Computer Engineering"                                                                            
## [1281] "Computer Engineering"                                                                            
## [1282] "Computer Engineering"                                                                            
## [1283] "Astronomy"                                                                                       
## [1284] "Systems biology"                                                                                 
## [1285] "Psychology"                                                                                      
## [1286] "Wildland Resources"                                                                              
## [1287] "Department of Materials"                                                                         
## [1288] "MRC Human Genetics Unit"                                                                         
## [1289] "School of Earth Sustainability"                                                                  
## [1290] "Chemistry"                                                                                       
## [1291] "Physics"                                                                                         
## [1292] "Chemistry"                                                                                       
## [1293] "Biochemistry"                                                                                    
## [1294] "Bioengineering"                                                                                  
## [1295] "School of Plant and Environmental Sciences"                                                      
## [1296] "Human development and family studies"                                                            
## [1297] "English"                                                                                         
## [1298] "Clinical Psychology"                                                                             
## [1299] "biology"                                                                                         
## [1300] "Molecular Genetics and Microbiology"                                                             
## [1301] "Annenberg School for Communication"                                                              
## [1302] "Psychology"                                                                                      
## [1303] "Psychology"                                                                                      
## [1304] "Astronomy"                                                                                       
## [1305] "Integrated Program in Neuroscience"                                                              
## [1306] "College of Human Ecology Human Development Developmental Psychology"                             
## [1307] "Biological Sciences"                                                                             
## [1308] "Philosophy"                                                                                      
## [1309] "Biophysics"                                                                                      
## [1310] "Chemical and Biological Engineering"                                                             
## [1311] "Biosciences"                                                                                     
## [1312] "SOCIOLOGY"                                                                                       
## [1313] "Humanities"                                                                                      
## [1314] "Spatial Sciences Institute"                                                                      
## [1315] "Molecular Genetics"                                                                              
## [1316] "Molecular and Cellular Biology"                                                                  
## [1317] "Microbiology PhD"                                                                                
## [1318] "Cancer Biology"                                                                                  
## [1319] "Biology"                                                                                         
## [1320] "Chemistry"                                                                                       
## [1321] "Psychology"                                                                                      
## [1322] "Environment Ecology and Energy Program"                                                          
## [1323] "Electrical Computer Engineering"                                                                 
## [1324] "McGill University"                                                                               
## [1325] "Physics Astronomy"                                                                               
## [1326] "English"                                                                                         
## [1327] "Biology"                                                                                         
## [1328] "Applied Psychology"                                                                              
## [1329] "Applied Psychology"                                                                              
## [1330] "Biological Sciences"                                                                             
## [1331] "Political Science"                                                                               
## [1332] "Biology"                                                                                         
## [1333] "Biology"                                                                                         
## [1334] "Environmental Science Policy Management"                                                         
## [1335] "Biology"                                                                                         
## [1336] "Economics"                                                                                       
## [1337] "Genetics"                                                                                        
## [1338] "Physics"                                                                                         
## [1339] "Anthropology"                                                                                    
## [1340] "computer science"                                                                                
## [1341] "Public Admin Policy"                                                                             
## [1342] "Computer Science"                                                                                
## [1343] "Biological Sciences"                                                                             
## [1344] "Cell and Molecular Biology"                                                                      
## [1345] "School of Communication"                                                                         
## [1346] "Philosophy"                                                                                      
## [1347] "Neuroscience"                                                                                    
## [1348] "Psychology"                                                                                      
## [1349] "Plant Pathology"                                                                                 
## [1350] "Industrial and systems engineering"                                                              
## [1351] "Bioengineering"                                                                                  
## [1352] "Chemistry"                                                                                       
## [1353] "Biological Sciences"                                                                             
## [1354] "Statistics"                                                                                      
## [1355] "Nutrition"                                                                                       
## [1356] "Chemistry"                                                                                       
## [1357] "Educational Psychology"                                                                          
## [1358] "Biomedical Informatics"                                                                          
## [1359] "Molecular and Cell Biology"                                                                      
## [1360] "Schar School if Policy Government"                                                               
## [1361] "Integrative Biology"                                                                             
## [1362] "Polymer Science"                                                                                 
## [1363] "Astrophysics"                                                                                    
## [1364] "Molecular Cellular Biology"                                                                      
## [1365] "Earth Atmospheric and Planetary Sciences"                                                        
## [1366] "Institute of Child Health"                                                                       
## [1367] "Chemical and Biomolecular Engineering PhD"                                                       
## [1368] "Crop and Soil Science Soil Science Program"                                                      
## [1369] "Pathology Microbiology and Immunology"                                                           
## [1370] "Biology"                                                                                         
## [1371] "Biological sciences"                                                                             
## [1372] "Stem cell biology"                                                                               
## [1373] "Psychology"                                                                                      
## [1374] "Chemistry"                                                                                       
## [1375] "Entomology"                                                                                      
## [1376] "Astrophysical sciences and technology"                                                           
## [1377] "Molecular Biology"                                                                               
## [1378] "Molecular Biology"                                                                               
## [1379] "Neuroscience"                                                                                    
## [1380] "Integrative Biology"                                                                             
## [1381] "Biology"                                                                                         
## [1382] "School of Physics"                                                                               
## [1383] "Biological Sciences"                                                                             
## [1384] "Chemistry"                                                                                       
## [1385] "Biochemistry"                                                                                    
## [1386] "Learning Teaching"                                                                               
## [1387] "Earth Ocean and Ecological Sciences"                                                             
## [1388] "Industrial and Systems Engineering"                                                              
## [1389] "Biomedical Engineering"                                                                          
## [1390] "Geography"                                                                                       
## [1391] "Cancer Biology"                                                                                  
## [1392] "Biology"                                                                                         
## [1393] "Mathematics"                                                                                     
## [1394] "Chemistry"                                                                                       
## [1395] "Biological sciences"                                                                             
## [1396] "Neuroscience"                                                                                    
## [1397] "Chemistry"                                                                                       
## [1398] "Physics"                                                                                         
## [1399] "Genetics"                                                                                        
## [1400] "Agricultural and Biological Engineering"                                                         
## [1401] "Neuroscience"                                                                                    
## [1402] "Anthropology"                                                                                    
## [1403] "LANGEBIO UGA"                                                                                    
## [1404] "Communication"                                                                                   
## [1405] "Computational and Data Sciences"                                                                 
## [1406] "College of Computing"                                                                            
## [1407] "Materials Science and Engineering"                                                               
## [1408] "Communication Arts and Sciences"                                                                 
## [1409] "Chemistry"                                                                                       
## [1410] "Plant Science"                                                                                   
## [1411] "Nutritional Sciences"                                                                            
## [1412] "Clinical Psychology"                                                                             
## [1413] "French"                                                                                          
## [1414] "PhD Biomedical Sciences"                                                                         
## [1415] "Biology"                                                                                         
## [1416] "Chemical Engineering"                                                                            
## [1417] "Chemical Engineering"                                                                            
## [1418] "Environmental Studies"                                                                           
## [1419] "Materials Science And Engineering"                                                               
## [1420] "Mechanical engineering"                                                                          
## [1421] "Watson School"                                                                                   
## [1422] "Entomology"                                                                                      
## [1423] "Entomology"                                                                                      
## [1424] "Health Policy and Management"                                                                    
## [1425] "School of Earth Sciences"                                                                        
## [1426] "Psychology Cognitive Sciences"                                                                   
## [1427] "Psychology Cognitive Sciences"                                                                   
## [1428] "Psychology Cognitive Sciences"                                                                   
## [1429] "Psychology Cognitive Sciences"                                                                   
## [1430] "Psychology Cognitive Sciences"                                                                   
## [1431] "Entomology"                                                                                      
## [1432] "Computer science"                                                                                
## [1433] "Entomology"                                                                                      
## [1434] "Political Science"                                                                               
## [1435] "Informatics"                                                                                     
## [1436] "IDPAS"                                                                                           
## [1437] "Biochemistry Molecular Genetics"                                                                 
## [1438] "Biochemistry Molecular Genetics"                                                                 
## [1439] "PhD Engineering"                                                                                 
## [1440] "Biochemistry Molecular Genetics"                                                                 
## [1441] "Abess"                                                                                           
## [1442] "History"                                                                                         
## [1443] "Doctoral School of Biology"                                                                      
## [1444] "Businesses school"                                                                               
## [1445] "School of Computer Science"                                                                      
## [1446] "Biomedical Engineering"                                                                          
## [1447] "Eastbio BBSRC"                                                                                   
## [1448] "Developmental Biology"                                                                           
## [1449] "NIH Oxford Cambridge Scholars Program"                                                           
## [1450] "Biology"                                                                                         
## [1451] "Psychology"                                                                                      
## [1452] "Biomedical Engineering"                                                                          
## [1453] "Psychology"                                                                                      
## [1454] "Biochemistry and Biophysics"                                                                     
## [1455] "Biomedical Graduate Studies Biochemistry and Molecular Biophysics"                               
## [1456] "Earth Science"                                                                                   
## [1457] "College of communication and Information"                                                        
## [1458] "GBS"                                                                                             
## [1459] "Helen Wills Neuroscience Institute"                                                              
## [1460] "Chemistry"                                                                                       
## [1461] "CDT Chemical Biology"                                                                            
## [1462] "Plant and Environmental Sciences"                                                                
## [1463] "Aerospace Engineering"                                                                           
## [1464] "Curriculum Instruction"                                                                          
## [1465] "Biological Sciences"                                                                             
## [1466] "Chemistry"                                                                                       
## [1467] "Psychology"                                                                                      
## [1468] "Physics and Astronomy"                                                                           
## [1469] "Phamacology"                                                                                     
## [1470] "Plant and Microbial Biosciences"                                                                 
## [1471] "Computer Science"                                                                                
## [1472] "Ecology Evolution and Behavior"                                                                  
## [1473] "Computer Science"                                                                                
## [1474] "Clinical Psychology"                                                                             
## [1475] "Integrated Physiology"                                                                           
## [1476] "Clinical Psychology"                                                                             
## [1477] "Biology"                                                                                         
## [1478] "AgBioFEWS Agricultural Biotechnology in Our Evolving Food Energy and Water Systems"              
## [1479] "Geological Sciences"                                                                             
## [1480] "Religion"                                                                                        
## [1481] "Neurobiology"                                                                                    
## [1482] "Neuroscience"                                                                                    
## [1483] "Clinical Neuroscience"                                                                           
## [1484] "Civil and Environmental Engineering"                                                             
## [1485] "Neuroscience"                                                                                    
## [1486] "Earth and Planetary Sciences"                                                                    
## [1487] "Entomology"                                                                                      
## [1488] "Philosophy"                                                                                      
## [1489] "Biology"                                                                                         
## [1490] "Cancer Therapeutics Program"                                                                     
## [1491] "CMB"                                                                                             
## [1492] "Plant Pathology"                                                                                 
## [1493] "Electrical Engineering"                                                                          
## [1494] "Biology"                                                                                         
## [1495] "BBS Neuroscience"                                                                                
## [1496] "Experimental Psychology"                                                                         
## [1497] "Entomology"                                                                                      
## [1498] "Geology"                                                                                         
## [1499] "Physics and Astronomy"                                                                           
## [1500] "Physics Astronomy"                                                                               
## [1501] "Philosophy"                                                                                      
## [1502] "Chemistry"                                                                                       
## [1503] "PPBS"                                                                                            
## [1504] "Psychology"                                                                                      
## [1505] "Chemical and Biomolecular Engineering"                                                           
## [1506] "Neuroscience"                                                                                    
## [1507] "Molecular Biosciences"                                                                           
## [1508] "Physics"                                                                                         
## [1509] "Infectious Diseases"                                                                             
## [1510] "Chemical and Biomolecular Engineering"                                                           
## [1511] "Psychology"                                                                                      
## [1512] "Oceanography"                                                                                    
## [1513] "Cell Biology and Biotechnology"                                                                  
## [1514] "Earth Planetary Sciences EPS"                                                                    
## [1515] "Astronomy"                                                                                       
## [1516] "Astronomy"                                                                                       
## [1517] "Pharmacology"                                                                                    
## [1518] "Pathology Anatomy Cell Biology"                                                                  
## [1519] "Biomedical Engineering"                                                                          
## [1520] "Psychology"                                                                                      
## [1521] "Immunology"                                                                                      
## [1522] "Woodrow Wilson School"                                                                           
## [1523] "Bioinformatics"                                                                                  
## [1524] "Physics and Biology in Medicine"                                                                 
## [1525] "Chemistry"                                                                                       
## [1526] "Biological sciences"                                                                             
## [1527] "Media and Communication"                                                                         
## [1528] "Computer Science"                                                                                
## [1529] "QBS"                                                                                             
## [1530] "psychology"                                                                                      
## [1531] "Biomedical Engineering"                                                                          
## [1532] "Biomedical"                                                                                      
## [1533] "Molecular and computational biology"                                                             
## [1534] "Comparative Literature"                                                                          
## [1535] "Earth and Environmental Sciences"                                                                
## [1536] "Immunology"                                                                                      
## [1537] "Criminology"                                                                                     
## [1538] "Biological chemistry"                                                                            
## [1539] "Chemistry"                                                                                       
## [1540] "environmental science and engineering"                                                           
## [1541] "MCB"                                                                                             
## [1542] "Earth Environmental and Planetary Sciences"                                                      
## [1543] "humans development and family studies"                                                           
## [1544] "Chemistry"                                                                                       
## [1545] "Biomedical Engineering"                                                                          
## [1546] "Biomedical Engineering"                                                                          
## [1547] "History"                                                                                         
## [1548] "media and communication"                                                                         
## [1549] "Philosophy"                                                                                      
## [1550] "Chemical and Materials Engineering"                                                              
## [1551] "Mathematics Education"                                                                           
## [1552] "Sociology"                                                                                       
## [1553] "Biology"                                                                                         
## [1554] "Sociology"                                                                                       
## [1555] "Curriculum and Instruction"                                                                      
## [1556] "Anthropology"                                                                                    
## [1557] "Computer Science"                                                                                
## [1558] "Mechanical and Aerospace Engineering"                                                            
## [1559] "Mechanical and Aerospace Engineering"                                                            
## [1560] "Psychology"                                                                                      
## [1561] "Physics"                                                                                         
## [1562] "Physics"                                                                                         
## [1563] "Computational Science PhD"                                                                       
## [1564] "Immunology"                                                                                      
## [1565] "History"                                                                                         
## [1566] "Bmb"                                                                                             
## [1567] "BBSB"                                                                                            
## [1568] "BMB"                                                                                             
## [1569] "Neurosciences"                                                                                   
## [1570] "Animal Sciences"                                                                                 
## [1571] "Department of chemistry"                                                                         
## [1572] "Counseling Educational Psychology and Special Education"                                         
## [1573] "Behavior Analysis"                                                                               
## [1574] "Biomedical sciences"                                                                             
## [1575] "Health sciences and technology"                                                                  
## [1576] "Chemistry"                                                                                       
## [1577] "Chemistry"                                                                                       
## [1578] "Geography"                                                                                       
## [1579] "University Program in Genetics and Genomics"                                                     
## [1580] "Molecular Engineering"                                                                           
## [1581] "biostatistics"                                                                                   
## [1582] "Electrical Engineering"                                                                          
## [1583] "Experimental Psychology"                                                                         
## [1584] "Physics"                                                                                         
## [1585] "Physics PhD"                                                                                     
## [1586] "Chemistry"                                                                                       
## [1587] "Art History"                                                                                     
## [1588] "Automotive Engineering"                                                                          
## [1589] "Civil engineering"                                                                               
## [1590] "Chemical Biomolecular Engineering"                                                               
## [1591] "Biomedical Science PhD"                                                                          
## [1592] "Biochemistry Molecular Biology and Biophysics"                                                   
## [1593] "Mechanical Engineering"                                                                          
## [1594] "Development Sociology"                                                                           
## [1595] "Electrical and Computer Engineering"                                                             
## [1596] "Psychology"                                                                                      
## [1597] "Psychology"                                                                                      
## [1598] "Ecology Evolutionary Biology EEB"                                                                
## [1599] "History"                                                                                         
## [1600] "Sociology"                                                                                       
## [1601] "Sociology"                                                                                       
## [1602] "Ecology and Evolutionary Biology"                                                                
## [1603] "Biology"                                                                                         
## [1604] "climate and space sciences and engineering"                                                      
## [1605] "Genetics"                                                                                        
## [1606] "Biology"                                                                                         
## [1607] "church and state"                                                                                
## [1608] "Ecology and Evolutionary Biology"                                                                
## [1609] "Molecular and Cell Biology"                                                                      
## [1610] "Physics Astronomy"                                                                               
## [1611] "Biological sciences"                                                                             
## [1612] "Physics and astronomy"                                                                           
## [1613] "Ecology and Evolutionary Biology"                                                                
## [1614] "Earth and planetary sciences"                                                                    
## [1615] "Molecular Medicine"                                                                              
## [1616] "Geological Sciences"                                                                             
## [1617] "Marine biosciences"                                                                              
## [1618] "Organismal Biology Ecology and Evolution"                                                        
## [1619] "Gender Studies"                                                                                  
## [1620] "EEB"                                                                                             
## [1621] "Visual and Cultural Studies"                                                                     
## [1622] "Environmental Conservation"                                                                      
## [1623] "Molecular Biosciences PhD Program Robert Wood Johnson Medical School"                            
## [1624] "Computer Science"                                                                                
## [1625] "English RCP"                                                                                     
## [1626] "Business"                                                                                        
## [1627] "Communication"                                                                                   
## [1628] "Systems Biology"                                                                                 
## [1629] "Chemistry"                                                                                       
## [1630] "Genomics Sciences"                                                                               
## [1631] "Texas Tech University Health Sciences Center TTUHS biomedical sciences"                          
## [1632] "Finance"                                                                                         
## [1633] "BioSciences"                                                                                     
## [1634] "EE"                                                                                              
## [1635] "Neurobiology"                                                                                    
## [1636] "MIP"                                                                                             
## [1637] "Chemistry"                                                                                       
## [1638] "Ecology"                                                                                         
## [1639] "Political Science"                                                                               
## [1640] "Chemistry"                                                                                       
## [1641] "Philosophy"                                                                                      
## [1642] "Energy"                                                                                          
## [1643] "Cell Molecular Developmental Biology and Biophysics"                                             
## [1644] "chemical engineering"                                                                            
## [1645] "Biosciences"                                                                                     
## [1646] "Biochemistry"                                                                                    
## [1647] "materials science and engineering"                                                               
## [1648] "Macromolecular Science and Engineering"                                                          
## [1649] "Mechanical Engineering"                                                                          
## [1650] "Biostatistics"                                                                                   
## [1651] "Management and Organizations"                                                                    
## [1652] "School of Medicine"                                                                              
## [1653] "Cognitive Science"                                                                               
## [1654] "Communication"                                                                                   
## [1655] "Mathematics"                                                                                     
## [1656] "GGI"                                                                                             
## [1657] "marketing"                                                                                       
## [1658] "Biology"                                                                                         
## [1659] "Biology"                                                                                         
## [1660] "mathematics"                                                                                     
## [1661] "Bioinformatics"                                                                                  
## [1662] "Chemistry"                                                                                       
## [1663] "Chemistry"                                                                                       
## [1664] "Earth and Environment"                                                                           
## [1665] "AME"                                                                                             
## [1666] "Chemistry"                                                                                       
## [1667] "Earth Environmental and Planetary Sciences"                                                      
## [1668] "Energy Science Engineering"                                                                      
## [1669] "Chemistry"                                                                                       
## [1670] "Chemistry and Biochemistry"                                                                      
## [1671] "Thayer school of engineering"                                                                    
## [1672] "School of molecular science"                                                                     
## [1673] "Chemistry"                                                                                       
## [1674] "Chemistry"                                                                                       
## [1675] "Chemical Engineering"                                                                            
## [1676] "Chemical"                                                                                        
## [1677] "Religion"                                                                                        
## [1678] "AVRS"                                                                                            
## [1679] "AVRS"                                                                                            
## [1680] "Integrated Program in Biochemistry"                                                              
## [1681] "English"                                                                                         
## [1682] "Counseling Counseling Psychology"                                                                
## [1683] "Social Work"                                                                                     
## [1684] "economics"                                                                                       
## [1685] "Psychology"                                                                                      
## [1686] "Marketing"                                                                                       
## [1687] "Chemical engineering"                                                                            
## [1688] "Economics"                                                                                       
## [1689] "Economics"                                                                                       
## [1690] "Electrical Engineering"                                                                          
## [1691] "Economics"                                                                                       
## [1692] "Economics"                                                                                       
## [1693] "Communication Sciences and Disorders"                                                            
## [1694] "Finance"                                                                                         
## [1695] "Neuroscience"                                                                                    
## [1696] "MOden Languages and Classics"                                                                    
## [1697] "Genetics"                                                                                        
## [1698] "Biology"                                                                                         
## [1699] "Statistics"                                                                                      
## [1700] "Computer Science"                                                                                
## [1701] "EEB"                                                                                             
## [1702] "Sociology"                                                                                       
## [1703] "Biomedical Engineering"                                                                          
## [1704] "Mechanical Engineering"                                                                          
## [1705] "Aerospace Engineering"                                                                           
## [1706] "Chemistry"                                                                                       
## [1707] "Khoury College of Computer Sciences"                                                             
## [1708] "Computer Science"                                                                                
## [1709] "Music"                                                                                           
## [1710] "Geography"                                                                                       
## [1711] "Experimental Pathology"                                                                          
## [1712] "Materials Science"                                                                               
## [1713] "Psychology"                                                                                      
## [1714] "Statistics"                                                                                      
## [1715] "Biomedical Engineering"                                                                          
## [1716] "Biology"                                                                                         
## [1717] "Marketing"                                                                                       
## [1718] "Government"                                                                                      
## [1719] "English"                                                                                         
## [1720] "Neuroscience"                                                                                    
## [1721] "Neuroscience"                                                                                    
## [1722] "School of Engineering and Applied Sciences"                                                      
## [1723] "Psychology"                                                                                      
## [1724] "Psychology"                                                                                      
## [1725] "Nursing"                                                                                         
## [1726] "Environmental Science and Policy"                                                                
## [1727] "Psychology"                                                                                      
## [1728] "Chemistry and Biochemistry"                                                                      
## [1729] "Quantitative Chemical Biology through VUMC"                                                      
## [1730] "Geography Environment and Sustainability"                                                        
## [1731] "Computer Science"                                                                                
## [1732] "Molecular Engineering"                                                                           
## [1733] "Molecular microbiology and immunology"                                                           
## [1734] "Graduate Studies"                                                                                
## [1735] "Biostatistics"                                                                                   
## [1736] "Psychology"                                                                                      
## [1737] "Chemistry"                                                                                       
## [1738] "Geospatial Analytics"                                                                            
## [1739] "Metallurgical and materials engineering"                                                         
## [1740] "Biology"                                                                                         
## [1741] "Geospatial Analytics"                                                                            
## [1742] "GPIBS"                                                                                           
## [1743] "Musicology"                                                                                      
## [1744] "Joint Program in Survey Methodology"                                                             
## [1745] "English"                                                                                         
## [1746] "American Studies"                                                                                
## [1747] "Education"                                                                                       
## [1748] "Medicine"                                                                                        
## [1749] "Pharmaceutical Sciences"                                                                         
## [1750] "Political Science"                                                                               
## [1751] "Geoscience"                                                                                      
## [1752] "Mechanical engineering"                                                                          
## [1753] "Department of Learning Sciences and Human Development Educational Psychology"                    
## [1754] "IDSS Social and Engineering Systems"                                                             
## [1755] "political science"                                                                               
## [1756] "Computer Science"                                                                                
## [1757] "Materials Science and Engineering"                                                               
## [1758] "Medical Science"                                                                                 
## [1759] "ICMB"                                                                                            
## [1760] "Food Nutrition"                                                                                  
## [1761] "Food Nutrition"                                                                                  
## [1762] "Natural Resources"                                                                               
## [1763] "Civil Architectural"                                                                             
## [1764] "psychology"                                                                                      
## [1765] "MS Engineering"                                                                                  
## [1766] "Mechanical Engineering"                                                                          
## [1767] "Computer Science"                                                                                
## [1768] "management"                                                                                      
## [1769] "Biological sciences"                                                                             
## [1770] "Computer Sciene"                                                                                 
## [1771] "Graduate School of Education LAI"                                                                
## [1772] "Sociology"                                                                                       
## [1773] "Chemistry"                                                                                       
## [1774] "Public and Community Health"                                                                     
## [1775] "Public and Community Health"                                                                     
## [1776] "Economics"                                                                                       
## [1777] "Religion"                                                                                        
## [1778] "chemical engineerin"                                                                             
## [1779] "Psychology"                                                                                      
## [1780] "Pharmacology"                                                                                    
## [1781] "Pharmacology"                                                                                    
## [1782] "Computer Science"                                                                                
## [1783] "political science"                                                                               
## [1784] "Physics"                                                                                         
## [1785] "PhD in Biological Sciences"                                                                      
## [1786] "Biology"                                                                                         
## [1787] "UPGG"                                                                                            
## [1788] "Ecology and Evolutionary Biology"                                                                
## [1789] "Materials Science and Chemical Engineering"                                                      
## [1790] "BSTP"                                                                                            
## [1791] "Social Work"                                                                                     
## [1792] "Cognitive Science"                                                                               
## [1793] "Physics"                                                                                         
## [1794] "Physics"                                                                                         
## [1795] "Molecular Pharmacology and Experimental Therpuetics"                                             
## [1796] "Chemistry"                                                                                       
## [1797] "Population health"                                                                               
## [1798] "Computer Science"                                                                                
## [1799] "East Asian Languages and Cultures"                                                               
## [1800] "Civil and Environmental Engineering"                                                             
## [1801] "School of Engineering and Applied Sciences"                                                      
## [1802] "English"                                                                                         
## [1803] "Interdisciplinary Graduate Program IGP"                                                          
## [1804] "Hispanic studies"                                                                                
## [1805] "School of Chemistry and Biochemistry"                                                            
## [1806] "PULSe"                                                                                           
## [1807] "Agronomy"                                                                                        
## [1808] "immunobiology"                                                                                   
## [1809] "Earth Environmental Sciences"                                                                    
## [1810] "Environmental Science Policy and Management"                                                     
## [1811] "Cellular Molecular and Biomedical Sciences"                                                      
## [1812] "English"                                                                                         
## [1813] "English"                                                                                         
## [1814] "French and Italian"                                                                              
## [1815] "Test"                                                                                            
## [1816] "Environmental Science"                                                                           
## [1817] "Chemical Engineering"                                                                            
## [1818] "Earth and Planetary sciences"                                                                    
## [1819] "Clinical Psychology"                                                                             
## [1820] "Psychology"                                                                                      
## [1821] "Computer Science"                                                                                
## [1822] "pharmacology and toxicology"                                                                     
## [1823] "Crop and Soil science"                                                                           
## [1824] "Physics"                                                                                         
## [1825] "Finance"                                                                                         
## [1826] "Chemistry"                                                                                       
## [1827] "Anthropology"                                                                                    
## [1828] "Psychology"                                                                                      
## [1829] "Psychology"                                                                                      
## [1830] "Neuroscience"                                                                                    
## [1831] "comparative studies"                                                                             
## [1832] "Computer science"                                                                                
## [1833] "Computer Science"                                                                                
## [1834] "ECE"                                                                                             
## [1835] "Geography"                                                                                       
## [1836] "Linguistics"                                                                                     
## [1837] "Physics"                                                                                         
## [1838] "Agriculture"                                                                                     
## [1839] "Basic medical sciences"                                                                          
## [1840] "Atmospheric Science"                                                                             
## [1841] "Psychology"                                                                                      
## [1842] "Biomedical Engineering"                                                                          
## [1843] "Engineering Biomedical Engineering"                                                              
## [1844] "Engineering Biomedical Engineering"                                                              
## [1845] "Mechanical Aeronautical and Nuclear Engineering"                                                 
## [1846] "Physics and Astronomy"                                                                           
## [1847] "Chemistry"                                                                                       
## [1848] "Cognitive Science"                                                                               
## [1849] "Natural Resources"                                                                               
## [1850] "Mechanical Engineering"                                                                          
## [1851] "EECS"                                                                                            
## [1852] "Biology"                                                                                         
## [1853] "chemistry"                                                                                       
## [1854] "Chemistry"                                                                                       
## [1855] "Comparative Biomedical Sciences"                                                                 
## [1856] "Comparative Biomedical Sciences"                                                                 
## [1857] "Biomedical Sciences"                                                                             
## [1858] "Earth Science"                                                                                   
## [1859] "Chemical and Materials Engineering"                                                              
## [1860] "Mechanical and Aerospace Engineering"                                                            
## [1861] "Electrical and Computer Engineering"                                                             
## [1862] "Counseling Psychology"                                                                           
## [1863] "Human Pathophysiology and Translational Medicine"                                                
## [1864] "Chemistry"                                                                                       
## [1865] "FSAD"                                                                                            
## [1866] "Chemical Engineering"                                                                            
## [1867] "Biochemistry"                                                                                    
## [1868] "Mechanical Engineering"                                                                          
## [1869] "Robotics engineering"                                                                            
## [1870] "Materials"                                                                                       
## [1871] "Chemistry"                                                                                       
## [1872] "Chemical Engineering"                                                                            
## [1873] "Chemical Engineering"                                                                            
## [1874] "Plant and Microbial Biology"                                                                     
## [1875] "Plant Breeding"                                                                                  
## [1876] "Kinesiology"                                                                                     
## [1877] "Clinical Psychology"                                                                             
## [1878] "School of Human Evolution and Social Change"                                                     
## [1879] "Mathematics"                                                                                     
## [1880] "Chemistry"                                                                                       
## [1881] "biology"                                                                                         
## [1882] "Neuroscience"                                                                                    
## [1883] "Chemistry"                                                                                       
## [1884] "Economics"                                                                                       
## [1885] "Aeronautics and Astronautics"                                                                    
## [1886] "Sociology"                                                                                       
## [1887] "Biomedical Sciences"                                                                             
## [1888] "Civil Engineering"                                                                               
## [1889] "Plant Pathology"                                                                                 
## [1890] "Chemistry"                                                                                       
## [1891] "Environmental Engineering"                                                                       
## [1892] "Engineering"                                                                                     
## [1893] "Neuroscience"                                                                                    
## [1894] "Graduate School of Biomedical Sciences Molecular Biophysics"                                     
## [1895] "Neuroscience"                                                                                    
## [1896] "Neuroscience"                                                                                    
## [1897] "Biophysics"                                                                                      
## [1898] "Chemical Engineering"                                                                            
## [1899] "PMCB"                                                                                            
## [1900] "AHCS"                                                                                            
## [1901] "Linguistics"                                                                                     
## [1902] "Civil and Environmental Engineering"                                                             
## [1903] "Chemistry"                                                                                       
## [1904] "Chemistry"                                                                                       
## [1905] "Sloan School of Management"                                                                      
## [1906] "Department of Urban Studies and Planning"                                                        
## [1907] "Political Science"                                                                               
## [1908] "physics"                                                                                         
## [1909] "Mathematics"                                                                                     
## [1910] "Economics"                                                                                       
## [1911] "Chemistry"                                                                                       
## [1912] "Physics"                                                                                         
## [1913] "School of Public Health Department of Biostatistics and Epidemiology"                            
## [1914] "Mechanical Engineering"                                                                          
## [1915] "Political Science"                                                                               
## [1916] "Biomedical Engineering"                                                                          
## [1917] "statistics"                                                                                      
## [1918] "statistics"                                                                                      
## [1919] "Biomedical Engineering"                                                                          
## [1920] "Clinical Medicine"                                                                               
## [1921] "Political Science"                                                                               
## [1922] "Public Affairs"                                                                                  
## [1923] "Decisions Operations and Technology Management"                                                  
## [1924] "Government"                                                                                      
## [1925] "Government"                                                                                      
## [1926] "Biomedical Engineering"                                                                          
## [1927] "Aerospace Engineering"                                                                           
## [1928] "Earth and Atmospheric Science"                                                                   
## [1929] "Psychology"                                                                                      
## [1930] "Psychology"                                                                                      
## [1931] "Biology"                                                                                         
## [1932] "Clinical Psychology Ph D"                                                                        
## [1933] "Chemical Engineering"                                                                            
## [1934] "Education Studies"                                                                               
## [1935] "Education Studies"                                                                               
## [1936] "Environmental and Forest Biology"                                                                
## [1937] "PH D"                                                                                            
## [1938] "Geoscience"                                                                                      
## [1939] "Science and art"                                                                                 
## [1940] "Graduate Division of Religion"                                                                   
## [1941] "Graduate Division of Religion"                                                                   
## [1942] "ECON"                                                                                            
## [1943] "sociology"                                                                                       
## [1944] "Chemical and Biological Engineering"                                                             
## [1945] "English CRES"                                                                                    
## [1946] "Mechanical Engineering"                                                                          
## [1947] "Mechanical Engineering"                                                                          
## [1948] "Computer Science"                                                                                
## [1949] "Physics"                                                                                         
## [1950] "Computer Science"                                                                                
## [1951] "Chemistry"                                                                                       
## [1952] "Clinical Psychology"                                                                             
## [1953] "psychology"                                                                                      
## [1954] "Physics"                                                                                         
## [1955] "ECE"                                                                                             
## [1956] "Chemistry"                                                                                       
## [1957] "Chemistry PhD"                                                                                   
## [1958] "Chemical and Biological Engineering"                                                             
## [1959] "Chemistry PhD"                                                                                   
## [1960] "Mathematics"                                                                                     
## [1961] "Physics"                                                                                         
## [1962] "Chemistry"                                                                                       
## [1963] "Chemistry"                                                                                       
## [1964] "chemistry"                                                                                       
## [1965] "Chemistry"                                                                                       
## [1966] "Biology"                                                                                         
## [1967] "English"                                                                                         
## [1968] "Speech and Hearing Sciences"                                                                     
## [1969] "Earth Atmospheric and Planetary Sciences"                                                        
## [1970] "Physics"                                                                                         
## [1971] "Biochemistry"                                                                                    
## [1972] "Mechanical Engineering"                                                                          
## [1973] "Biochemistry and Cell Biology"                                                                   
## [1974] "Interdisciplinary Program in Neuroscience"                                                       
## [1975] "ECE"                                                                                             
## [1976] "Psychology"                                                                                      
## [1977] "Economics"                                                                                       
## [1978] "Psychology"                                                                                      
## [1979] "Economics"                                                                                       
## [1980] "Economics"                                                                                       
## [1981] "Economics"                                                                                       
## [1982] "Finance"                                                                                         
## [1983] "LATIN AMERICAN STUDIES"                                                                          
## [1984] "Materials Science and Engineering"                                                               
## [1985] "Materials Science and Engineering"                                                               
## [1986] "Chemistry"                                                                                       
## [1987] "Education"                                                                                       
## [1988] "Psychology"                                                                                      
## [1989] "chemistry"                                                                                       
## [1990] "cell and developmental biology"                                                                  
## [1991] "Psychological sciences"                                                                          
## [1992] "Communication"                                                                                   
## [1993] "Neuroscience"                                                                                    
## [1994] "BAE"                                                                                             
## [1995] "School of Biological and Health Systems Engineering"                                             
## [1996] "Physics"                                                                                         
## [1997] "Posc"                                                                                            
## [1998] "Chemistry"                                                                                       
## [1999] "Biology"                                                                                         
## [2000] "Mechanical and Aerospace Engineering"                                                            
## [2001] "chemistry"                                                                                       
## [2002] "Chemistry PhD"                                                                                   
## [2003] "Psychiatry Behavioral Sciences"                                                                  
## [2004] "mechanical engineering"                                                                          
## [2005] "Computer Science"                                                                                
## [2006] "Philosophy"                                                                                      
## [2007] "Biomedical Engineering"                                                                          
## [2008] "Political Science"                                                                               
## [2009] "School of Systems and Enterprises"                                                               
## [2010] "Heinz College"                                                                                   
## [2011] "The Media School"                                                                                
## [2012] "Rhetoric"                                                                                        
## [2013] "East Asian Languages and Civilizations"                                                          
## [2014] "Biological Sciences"                                                                             
## [2015] "Applied Physics"                                                                                 
## [2016] "Bioinformatics"                                                                                  
## [2017] "Interdisciplinary Biological Sciences"                                                           
## [2018] "Sociology"                                                                                       
## [2019] "EID"                                                                                             
## [2020] "Psychological and brain sciences"                                                                
## [2021] "Computer Science"                                                                                
## [2022] "Physics"                                                                                         
## [2023] "Molecular and Cell Biology"                                                                      
## [2024] "environmental engineering"                                                                       
## [2025] "Pharmacology"                                                                                    
## [2026] "Department of Civil and Environmental Engineering"                                               
## [2027] "Physics"                                                                                         
## [2028] "Electrical and Computer Engineering"                                                             
## [2029] "Biological Engineering"                                                                          
## [2030] "Mechanical Engineering"                                                                          
## [2031] "Biomedical Sciences"                                                                             
## [2032] "Civil and Environmental Engineering EWR"                                                         
## [2033] "Chemistry"                                                                                       
## [2034] "Biomeducal Engineering"                                                                          
## [2035] "Mathematics"                                                                                     
## [2036] "Classics"                                                                                        
## [2037] "Graduate School of Education"                                                                    
## [2038] "History"                                                                                         
## [2039] "Art History"                                                                                     
## [2040] "Art History"                                                                                     
## [2041] "Art History"                                                                                     
## [2042] "Art History"                                                                                     
## [2043] "Art History"                                                                                     
## [2044] "Biology"                                                                                         
## [2045] "Mechanical Engineering"                                                                          
## [2046] "Physics"                                                                                         
## [2047] "physics"                                                                                         
## [2048] "Neuroscience"                                                                                    
## [2049] "Bioengineering"                                                                                  
## [2050] "Chemical and Biomolecular Engineering"                                                           
## [2051] "Aerospace Engineering"                                                                           
## [2052] "Biology"                                                                                         
## [2053] "Health Behavior and Policy"                                                                      
## [2054] "Physics"                                                                                         
## [2055] "HBHE"                                                                                            
## [2056] "Mechanical engineering"                                                                          
## [2057] "civil engineering"                                                                               
## [2058] "Pharmacology"                                                                                    
## [2059] "Bioengineering"                                                                                  
## [2060] "Bioengineering"                                                                                  
## [2061] "Educational Leadership"                                                                          
## [2062] "Cellular and Molecular Biology"                                                                  
## [2063] "Chemical Engineering"                                                                            
## [2064] "Neuroscience NGP"                                                                                
## [2065] "School of Sustainable Engineering and the Built Environment"                                     
## [2066] "Industrial and Physical Pharmacy"                                                                
## [2067] "Electrical Engineering"                                                                          
## [2068] "Classics"                                                                                        
## [2069] "Medicinal Chemistry"                                                                             
## [2070] "Chemistry"                                                                                       
## [2071] "Statistics"                                                                                      
## [2072] "Statistics"                                                                                      
## [2073] "Biology"                                                                                         
## [2074] "Biomedical Engineering"                                                                          
## [2075] "PhD"                                                                                             
## [2076] "Psychology"                                                                                      
## [2077] "Oceanography"                                                                                    
## [2078] "Communication Arts"                                                                              
## [2079] "Chemistry"                                                                                       
## [2080] "English"                                                                                         
## [2081] "Chemistry"                                                                                       
## [2082] "French and Italian"                                                                              
## [2083] "Bioengineering"                                                                                  
## [2084] "Molecular Biology PhD"                                                                           
## [2085] "Physics Nuclear"                                                                                 
## [2086] "Mathematics"                                                                                     
## [2087] "biology"                                                                                         
## [2088] "Neuroscience"                                                                                    
## [2089] "Biomedical Informatics"                                                                          
## [2090] "Entomology"                                                                                      
## [2091] "Computer Sciences"                                                                               
## [2092] "Mechanical Engineering"                                                                          
## [2093] "COPPS"                                                                                           
## [2094] "Chemistry"                                                                                       
## [2095] "School Psychology"                                                                               
## [2096] "Chemistry"                                                                                       
## [2097] "Microbiology Immunology"                                                                         
## [2098] "Biomedical Sciences"                                                                             
## [2099] "Mechanical Engineering"                                                                          
## [2100] "Electrical and Computer Engineering"                                                             
## [2101] "Civil and Environmental Enineering"                                                              
## [2102] "Electrical Engineering"                                                                          
## [2103] "MCB"                                                                                             
## [2104] "German Nordic Slavic and Dutch"                                                                  
## [2105] "Biomedical Engineering"                                                                          
## [2106] "Linguistics"                                                                                     
## [2107] "Automotive"                                                                                      
## [2108] "Molecular Biology Interdepartmental Doctoral Program MBIDP"                                      
## [2109] "Public Policy"                                                                                   
## [2110] "Chemistry and Chemical biology"                                                                  
## [2111] "Chemistry and Chemical biology"                                                                  
## [2112] "Communication"                                                                                   
## [2113] "Computing and Mathematical Sciences"                                                             
## [2114] "University Program in Genetics and Genomics"                                                     
## [2115] "Management"                                                                                      
## [2116] "physics"                                                                                         
## [2117] "Bces"                                                                                            
## [2118] "Infectious Disease and Microbiology"                                                             
## [2119] "Infectious Disease and Microbiology"                                                             
## [2120] "History"                                                                                         
## [2121] "Immunology"                                                                                      
## [2122] "Biology"                                                                                         
## [2123] "Biomedical sciences"                                                                             
## [2124] "Mechanical Engineering PhD"                                                                      
## [2125] "Mechanical Engineering PhD"                                                                      
## [2126] "Chemistry"                                                                                       
## [2127] "Cellular and Molecular Biosciences"                                                              
## [2128] "Physics"                                                                                         
## [2129] "Neuroscience"                                                                                    
## [2130] "Chemical Engineering"                                                                            
## [2131] "Physics"                                                                                         
## [2132] "Astrophysical Sciences and Technology"                                                           
## [2133] "cancer biology"                                                                                  
## [2134] "Musicology"                                                                                      
## [2135] "electrical and computer engineering"                                                             
## [2136] "Sensory Science"                                                                                 
## [2137] "Sensory Science"                                                                                 
## [2138] "Molecular Medicine"                                                                              
## [2139] "Optics"                                                                                          
## [2140] "English"                                                                                         
## [2141] "Computational Science"                                                                           
## [2142] "IGP"                                                                                             
## [2143] "Imnunology"                                                                                      
## [2144] "Psychology"                                                                                      
## [2145] "Physics"                                                                                         
## [2146] "Nursing"                                                                                         
## [2147] "Mathematics"                                                                                     
## [2148] "Mathematics"                                                                                     
## [2149] "History"                                                                                         
## [2150] "Public Health"                                                                                   
## [2151] "Biosystems and Agricultural Engineering"                                                         
## [2152] "School of Communication"                                                                         
## [2153] "Earth and Environmental Sciences"                                                                
## [2154] "Bioinformatics"                                                                                  
## [2155] "Pharmaceutical Sciences"                                                                         
## [2156] "Cell Molecular Developmental Biology and Biophysics CMDB"                                        
## [2157] "Psychology"                                                                                      
## [2158] "Botany"                                                                                          
## [2159] "ohs"                                                                                             
## [2160] "Biological Sciences MCDN"                                                                        
## [2161] "Entomology"                                                                                      
## [2162] "management"                                                                                      
## [2163] "Biochemistry"                                                                                    
## [2164] "CS PhD"                                                                                          
## [2165] "Entomology"                                                                                      
## [2166] "Physics and Astronomy"                                                                           
## [2167] "chemistry"                                                                                       
## [2168] "Biological and Biomedical Sciences Program"                                                      
## [2169] "Interdisciplinary Program in Neuroscience"                                                       
## [2170] "Computational Biology and Medicine"                                                              
## [2171] "Chemistry PHD"                                                                                   
## [2172] "Chemistry PHD"                                                                                   
## [2173] "Computer Science"                                                                                
## [2174] "Organismic and Evolutionary Biology"                                                             
## [2175] "Chemistry"                                                                                       
## [2176] "Computer Science"                                                                                
## [2177] "Psychology"                                                                                      
## [2178] "Integrated Life Sciences"                                                                        
## [2179] "Business"                                                                                        
## [2180] "Chemistry"                                                                                       
## [2181] "English"                                                                                         
## [2182] "Immunology"                                                                                      
## [2183] "Computer Science"                                                                                
## [2184] "Biomedical and Biological Sciences"                                                              
## [2185] "Psychology"                                                                                      
## [2186] "Atmospheric Science"                                                                             
## [2187] "Clinical Psychology"                                                                             
## [2188] "Clinical Psychology"                                                                             
## [2189] "School of Electrical and Computer Engineering"                                                   
## [2190] "electrical and systems engineering"                                                              
## [2191] "environmental health science"                                                                    
## [2192] "Biology Genome Cell and Developmental Biology"                                                   
## [2193] "Physics and Astronomy"                                                                           
## [2194] "Public Health"                                                                                   
## [2195] "Bioinformatics"                                                                                  
## [2196] "Urban and Regional Planning"                                                                     
## [2197] "Mathematics"                                                                                     
## [2198] "Food Science"                                                                                    
## [2199] "Mechanical Engineering"                                                                          
## [2200] "Biological Sciences"                                                                             
## [2201] "English Technical Writing"                                                                       
## [2202] "African American Studies"                                                                        
## [2203] "Sociology"                                                                                       
## [2204] "Nursing"                                                                                         
## [2205] "IPBS"                                                                                            
## [2206] "Biological Sciences"                                                                             
## [2207] "Psychology"                                                                                      
## [2208] "Chemistry"                                                                                       
## [2209] "Clinical Psychology"                                                                             
## [2210] "English"                                                                                         
## [2211] "History and Philosophy of Science and Medicine"                                                  
## [2212] "Psychiatry and Behavioral Neurosciences"                                                         
## [2213] "Psychology"                                                                                      
## [2214] "Trinity College Institute of Neuroscience"                                                       
## [2215] "Psychology Brain Behavior and Cognition"                                                         
## [2216] "Pharmacology"                                                                                    
## [2217] "Electrical and Computer Engineering"                                                             
## [2218] "Physics"                                                                                         
## [2219] "Physics"                                                                                         
## [2220] "Physics"                                                                                         
## [2221] "Burnett School of Biomedical Sciences"                                                           
## [2222] "English"                                                                                         
## [2223] "Learning Sciences"                                                                               
## [2224] "Biomedical Engineering"                                                                          
## [2225] "Sociology"                                                                                       
## [2226] "Materials Science and Engineering"                                                               
## [2227] "electrical engineering"                                                                          
## [2228] "Bms"                                                                                             
## [2229] "Physics"                                                                                         
## [2230] "Mathematics"                                                                                     
## [2231] "Linguistics"                                                                                     
## [2232] "economics"                                                                                       
## [2233] "Psychology"                                                                                      
## [2234] "Microsystems Engineering"                                                                        
## [2235] "Computer Science and Engineering"                                                                
## [2236] "Biomedical Engineering"                                                                          
## [2237] "Pharmacology"                                                                                    
## [2238] "Physics"                                                                                         
## [2239] "Psychology"                                                                                      
## [2240] "MSTP"                                                                                            
## [2241] "MSTP"                                                                                            
## [2242] "Biology"                                                                                         
## [2243] "Earth and Atmospheric Sciences"                                                                  
## [2244] "Earth and Atmospheric Sciences"                                                                  
## [2245] "creative writing"                                                                                
## [2246] "Communications"                                                                                  
## [2247] "Electrical Engineering"                                                                          
## [2248] "Civil Environmental Engineering"                                                                 
## [2249] "Chemistry"                                                                                       
## [2250] "Chemistry"                                                                                       
## [2251] "mechanical engineering"                                                                          
## [2252] "GPiBS"                                                                                           
## [2253] "Pharmaceutical Sciences"                                                                         
## [2254] "Economics"                                                                                       
## [2255] "Physics"                                                                                         
## [2256] "History"                                                                                         
## [2257] "Aerospace engineering sciences"                                                                  
## [2258] "The Institute of Optics"                                                                         
## [2259] "Microbiology Molecular Genetics Immunology"                                                      
## [2260] "Microbiology Molecular Genetics Immunology"                                                      
## [2261] "Teachers College"                                                                                
## [2262] "Cancer Biology"                                                                                  
## [2263] "Epidemiology and Biostatistics"                                                                  
## [2264] "Political Sciencd"                                                                               
## [2265] "Sociology"                                                                                       
## [2266] "Biological Sciences Division"                                                                    
## [2267] "Social Work"                                                                                     
## [2268] "Biochemistry"                                                                                    
## [2269] "Electrical Engineering"                                                                          
## [2270] "Business"                                                                                        
## [2271] "Ross School of Business"                                                                         
## [2272] "DRB"                                                                                             
## [2273] "Chemistry"                                                                                       
## [2274] "Psychology"                                                                                      
## [2275] "Epidemiology"                                                                                    
## [2276] "Biophysics"                                                                                      
## [2277] "Public Policy"                                                                                   
## [2278] "Immunology"                                                                                      
## [2279] "Information Technology and Cyber Security"                                                       
## [2280] "Physics"                                                                                         
## [2281] "Mechanical Engineering"                                                                          
## [2282] "Statistics"                                                                                      
## [2283] "College of Veterinary Medicine"                                                                  
## [2284] "EECS"                                                                                            
## [2285] "Sociology"                                                                                       
## [2286] "Biomedical Engineering"                                                                          
## [2287] "Electronics"                                                                                     
## [2288] "Government and Politics"                                                                         
## [2289] "Department of Kinesiology"                                                                       
## [2290] "Biology NACS"                                                                                    
## [2291] "Management"                                                                                      
## [2292] "Neuroscience"                                                                                    
## [2293] "Decision Psychology"                                                                             
## [2294] "Mechanical Engineering"                                                                          
## [2295] "Anthropology"                                                                                    
## [2296] "sociology"                                                                                       
## [2297] "Biomedical Engineering"                                                                          
## [2298] "Urban Education Policy"                                                                          
## [2299] "Computer Science and Engineering"                                                                
## [2300] "Economics"                                                                                       
## [2301] "Sociology"                                                                                       
## [2302] "Management"                                                                                      
## [2303] "Physics and Astronomy"                                                                           
## [2304] "Bioengineering"                                                                                  
## [2305] "Psychology"                                                                                      
## [2306] "strategy"                                                                                        
## [2307] "Fish and Wildlife"                                                                               
## [2308] "Plant Sciences"                                                                                  
## [2309] "Pharmacology Toxicology"                                                                         
## [2310] "Biomedical Engineering"                                                                          
## [2311] "Nursing"                                                                                         
## [2312] "Chemistry"                                                                                       
## [2313] "Psychology"                                                                                      
## [2314] "Biomedical Sciences Graduate Program"                                                            
## [2315] "Chemistry"                                                                                       
## [2316] "Music Ph D Music Theory"                                                                         
## [2317] "Marketing"                                                                                       
## [2318] "Brain and Cognitive Science"                                                                     
## [2319] "Political Science"                                                                               
## [2320] "political science"                                                                               
## [2321] "Physics"                                                                                         
## [2322] "Philosophy"                                                                                      
## [2323] "Human Genetics"                                                                                  
## [2324] "Program in the Biomedical Sciences"                                                              
## [2325] "Physics"                                                                                         
## [2326] "Materials Science Engineering"                                                                   
## [2327] "Biomedical Sciences Graduate Program"                                                            
## [2328] "History"                                                                                         
## [2329] "Mathematics and Statistics Mathematical Sciences"                                                
## [2330] "Sociology"                                                                                       
## [2331] "Natural resources"                                                                               
## [2332] "Anthropology"                                                                                    
## [2333] "English"                                                                                         
## [2334] "chemistry"                                                                                       
## [2335] "PhD in Management"                                                                               
## [2336] "Management Organizations"                                                                        
## [2337] "Sociology"                                                                                       
## [2338] "Higher Education and Student Affairs"                                                            
## [2339] "Bioagricultural science and pest management"                                                     
## [2340] "Mechanical Engineering"                                                                          
## [2341] "Political Science"                                                                               
## [2342] "Political Sciencce"                                                                              
## [2343] "Chemistry"                                                                                       
## [2344] "Biodiversity Earth Environmental Sciences"                                                       
## [2345] "Program in Neuroscience"                                                                         
## [2346] "School Psychology"                                                                               
## [2347] "Micriobiology immunology and Virology"                                                           
## [2348] "Media Culture and Communication"                                                                 
## [2349] "School of Biological Sciences"                                                                   
## [2350] "Epidemiology"                                                                                    
## [2351] "Marine Science and Conservation"                                                                 
## [2352] "Department of Biological Sciences"                                                               
## [2353] "Chemistry"                                                                                       
## [2354] "English"                                                                                         
## [2355] "English"                                                                                         
## [2356] "Department of biology and biomedical sciences"                                                   
## [2357] "Earth and Environment"                                                                           
## [2358] "Musicology"                                                                                      
## [2359] "History Anthro Science Technology and Society"                                                   
## [2360] "English"                                                                                         
## [2361] "English PhD"                                                                                     
## [2362] "Gender studies"                                                                                  
## [2363] "English"                                                                                         
## [2364] "English"                                                                                         
## [2365] "English"                                                                                         
## [2366] "English"                                                                                         
## [2367] "Management"                                                                                      
## [2368] "Business Administration Management"                                                              
## [2369] "English"                                                                                         
## [2370] "School of Public Health"                                                                         
## [2371] "Psychology"                                                                                      
## [2372] "Crop and Soil Sciences"                                                                          
## [2373] "Chemical Engineering"                                                                            
## [2374] "Sociology"                                                                                       
## [2375] "Sociology"                                                                                       
## [2376] "PIBBS"                                                                                           
## [2377] "World Arts and Cultures Dance"                                                                   
## [2378] "PIBBS"                                                                                           
## [2379] "PIBBS"                                                                                           
## [2380] "Chemistry"                                                                                       
## [2381] "Biostatistics"                                                                                   
## [2382] "Religion"                                                                                        
## [2383] "Biostatistics"                                                                                   
## [2384] "Computer Science"                                                                                
## [2385] "Curry School of Education"                                                                       
## [2386] "Computer Science"                                                                                
## [2387] "Computer Science"                                                                                
## [2388] "Modern Culture and Media"                                                                        
## [2389] "Linguistics"                                                                                     
## [2390] "Government"                                                                                      
## [2391] "Neurobiology"                                                                                    
## [2392] "Oceanography"                                                                                    
## [2393] "Biodiversity Earth and Environmmetal Sciences"                                                   
## [2394] "Environmental science"                                                                           
## [2395] "Chemical Engineering"                                                                            
## [2396] "Chemical Engineering"                                                                            
## [2397] "Environmental science"                                                                           
## [2398] "Political Science"                                                                               
## [2399] "Chemical and Biological Engineering"                                                             
## [2400] "Neuroscience"                                                                                    
## [2401] "English"                                                                                         
## [2402] "mechanical engineering"                                                                          
## [2403] "Molecular Engineering"                                                                           
## [2404] "Tetrad"                                                                                          
## [2405] "Electrical and Computer Engineering Department"                                                  
## [2406] "Biology"                                                                                         
## [2407] "Linguistics"                                                                                     
## [2408] "School of education"                                                                             
## [2409] "Ecology and Evolutionary Biology"                                                                
## [2410] "Biochemistry and Structural Biology"                                                             
## [2411] "Business School"                                                                                 
## [2412] "History PhD"                                                                                     
## [2413] "Music Theory"                                                                                    
## [2414] "Epidemiology"                                                                                    
## [2415] "Microbiology"                                                                                    
## [2416] "Program in Ecology"                                                                              
## [2417] "Chemistry"                                                                                       
## [2418] "Literature"                                                                                      
## [2419] "Neurosciences"                                                                                   
## [2420] "Chemistry"                                                                                       
## [2421] "Cell and Molecular Biology"                                                                      
## [2422] "Computer Science Engineering"                                                                    
## [2423] "Program in Biomedical Sciences"                                                                  
## [2424] "Genetics"                                                                                        
## [2425] "French"                                                                                          
## [2426] "French"                                                                                          
## [2427] "French"                                                                                          
## [2428] "French"                                                                                          
## [2429] "French"                                                                                          
## [2430] "Electrical Engineering"                                                                          
## [2431] "Geology"                                                                                         
## [2432] "Integrative biology"                                                                             
## [2433] "Microbiology"                                                                                    
## [2434] "Plant Pathology"                                                                                 
## [2435] "Plant Sciences"                                                                                  
## [2436] "Anthropology"                                                                                    
## [2437] "English"                                                                                         
## [2438] "Pathology Microbiology and Immunology"                                                           
## [2439] "Chemistry and biochemistry"                                                                      
## [2440] "Anthropology"                                                                                    
## [2441] "Anthropology"                                                                                    
## [2442] "Anthropology"                                                                                    
## [2443] "Plant biology"                                                                                   
## [2444] "Sociology"                                                                                       
## [2445] "Chemistry"                                                                                       
## [2446] "Plant Biology Graduate Group"                                                                    
## [2447] "Epidemiology PhD"                                                                                
## [2448] "Higher Education and Student Affairs"                                                            
## [2449] "Microbiology"                                                                                    
## [2450] "Education"                                                                                       
## [2451] "Communication"                                                                                   
## [2452] "English"                                                                                         
## [2453] "Plant Pathology and Environmental Microbiology"                                                  
## [2454] "Geography"                                                                                       
## [2455] "Geography"                                                                                       
## [2456] "Mathematics"                                                                                     
## [2457] "Linguistics"                                                                                     
## [2458] "Bioinformatics and systems biology"                                                              
## [2459] "Bioinformatics and systems biology"                                                              
## [2460] "Higher Education"                                                                                
## [2461] "Media Arts and Studies"                                                                          
## [2462] "Spanish"                                                                                         
## [2463] "Communication"                                                                                   
## [2464] "School for Conflict Analysis and Resolution"                                                     
## [2465] "TETRAD"                                                                                          
## [2466] "Counseling Psychology"                                                                           
## [2467] "HESA"                                                                                            
## [2468] "Higher Education Student Affairs"                                                                
## [2469] "Cell and Molecular Medicine"                                                                     
## [2470] "Cognitive Neuroscience Admitting Program"                                                        
## [2471] "Molecular Biology Ph D"                                                                          
## [2472] "Microbiology Ph D"                                                                               
## [2473] "Sociology"                                                                                       
## [2474] "School of Sociology"                                                                             
## [2475] "Mathematics"                                                                                     
## [2476] "Genetics"                                                                                        
## [2477] "Chemical Biology"                                                                                
## [2478] "Chemistry"                                                                                       
## [2479] "Biochemistry and Molecular Biology"                                                              
## [2480] "Political Science"                                                                               
## [2481] "Political Science"                                                                               
## [2482] "Land and Food Systems"                                                                           
## [2483] "Microbiology"                                                                                    
## [2484] "Biomedical Graduate Studies Neuroscience"                                                        
## [2485] "BCMB"                                                                                            
## [2486] "Clinical Science"                                                                                
## [2487] "TBMH"                                                                                            
## [2488] "Physics"                                                                                         
## [2489] "Graduate school for biomedical science and engineering"                                          
## [2490] "Human Genetics"                                                                                  
## [2491] "Counseling Psychology and Applied Human Development"                                             
## [2492] "Interdisciplinary Graduate Program IGP"                                                          
## [2493] "Biological Sciences in Public Health"                                                            
## [2494] "Physics"                                                                                         
## [2495] "Bioinformatics and Systems Biology"                                                              
## [2496] "Bioinformatics and Systems Biology"                                                              
## [2497] "Bioinformatics and Systems Biology"                                                              
## [2498] "Bioinformatics and Systems Biology"                                                              
## [2499] "Psychology"                                                                                      
## [2500] "Physics and Astronomy"                                                                           
## [2501] "Applied Mathematics"                                                                             
## [2502] "Pspg"                                                                                            
## [2503] "Mechanical Engineering and Mechanics"                                                            
## [2504] "Classics"                                                                                        
## [2505] "sociology PhD"                                                                                   
## [2506] "Physics"                                                                                         
## [2507] "Physics"                                                                                         
## [2508] "Political Science"                                                                               
## [2509] "Botany Plant Pathology"                                                                          
## [2510] "Physics"                                                                                         
## [2511] "Pharmaceutical Sciences"                                                                         
## [2512] "Neuroscience"                                                                                    
## [2513] "Information"                                                                                     
## [2514] "Information"                                                                                     
## [2515] "Physics"                                                                                         
## [2516] "Mechanical and Aerospace Engineering"                                                            
## [2517] "Chemistry"                                                                                       
## [2518] "Bioinformatics"                                                                                  
## [2519] "Watershed Sciences"                                                                              
## [2520] "Medicine"                                                                                        
## [2521] "Chemical Engineering"                                                                            
## [2522] "Chemical Engineering"                                                                            
## [2523] "Epidemiology"                                                                                    
## [2524] "English"                                                                                         
## [2525] "Chemistry Chemical Biology"                                                                      
## [2526] "Biological Biomedical Sciences"                                                                  
## [2527] "English"                                                                                         
## [2528] "Chemistry"                                                                                       
## [2529] "Statistics"                                                                                      
## [2530] "College of Allied Health"                                                                        
## [2531] "DBBS"                                                                                            
## [2532] "History of Science"                                                                              
## [2533] "Landscape architecture"                                                                          
## [2534] "landscape architecture"                                                                          
## [2535] "Mathematics"                                                                                     
## [2536] "landscape architecture"                                                                          
## [2537] "Environmental Sciences"                                                                          
## [2538] "Chemistry"                                                                                       
## [2539] "Theology and Religious Studies"                                                                  
## [2540] "Nuclear Engineering"                                                                             
## [2541] "Biomedical Engineering"                                                                          
## [2542] "economics"                                                                                       
## [2543] "Political Science"                                                                               
## [2544] "Political Science"                                                                               
## [2545] "Government"                                                                                      
## [2546] "Electrical and Computer Engineering"                                                             
## [2547] "Sociology"                                                                                       
## [2548] "BioChemistry"                                                                                    
## [2549] "Counseling and Educational Psychology"                                                           
## [2550] "Anthropology"                                                                                    
## [2551] "Marketing"                                                                                       
## [2552] "Ece"                                                                                             
## [2553] "Philosophy"                                                                                      
## [2554] "Philosophy"                                                                                      
## [2555] "Philosophy"                                                                                      
## [2556] "Philosophy"                                                                                      
## [2557] "Political Science"                                                                               
## [2558] "Cognitive Psychology"                                                                            
## [2559] "biology"                                                                                         
## [2560] "mathematics"                                                                                     
## [2561] "Political Science"                                                                               
## [2562] "Art and Science"                                                                                 
## [2563] "Sociology"                                                                                       
## [2564] "Sociology"                                                                                       
## [2565] "Physics and Astronomy"                                                                           
## [2566] "Computer Science"                                                                                
## [2567] "Microbiology"                                                                                    
## [2568] "GSBS"                                                                                            
## [2569] "Plant Biology"                                                                                   
## [2570] "Sociology"                                                                                       
## [2571] "Biology"                                                                                         
## [2572] "Psychological Sciences"                                                                          
## [2573] "Psychological Sciences"                                                                          
## [2574] "Earth Science"                                                                                   
## [2575] "Psychology"                                                                                      
## [2576] "Computer Science Engineering"                                                                    
## [2577] "Biophysics"                                                                                      
## [2578] "Biophysics"                                                                                      
## [2579] "SIO"                                                                                             
## [2580] "Mathematics"                                                                                     
## [2581] "Linguistics"                                                                                     
## [2582] "Physics"                                                                                         
## [2583] "English"                                                                                         
## [2584] "Microbiology and Immunology"                                                                     
## [2585] "Plasma Physics"                                                                                  
## [2586] "Linguistics"                                                                                     
## [2587] "Sociology"                                                                                       
## [2588] "Accounting"                                                                                      
## [2589] "Accounting"                                                                                      
## [2590] "Accounting"                                                                                      
## [2591] "Department of Electrical Computer Engineering"                                                   
## [2592] "Psychology"                                                                                      
## [2593] "Psychology"                                                                                      
## [2594] "Computer Science"                                                                                
## [2595] "Civil Environmental Engineering"                                                                 
## [2596] "Architecture"                                                                                    
## [2597] "Human Functioning and Rehabilitation Sciences"                                                   
## [2598] "Earth and Biological Sciences"                                                                   
## [2599] "Pharmaceutical Sciences"                                                                         
## [2600] "Pharmaceutical Sciences"                                                                         
## [2601] "Neuroscience"                                                                                    
## [2602] "Environmental Science and Policy"                                                                
## [2603] "QCB"                                                                                             
## [2604] "Neuroscience Graduate Program"                                                                   
## [2605] "political science"                                                                               
## [2606] "epidemiology and biostatistics"                                                                  
## [2607] "environmental toxicology"                                                                        
## [2608] "history"                                                                                         
## [2609] "Geological Sciences"                                                                             
## [2610] "Sociology"                                                                                       
## [2611] "Biochemistry"                                                                                    
## [2612] "Chemical and Biological Engineering"                                                             
## [2613] "ECE"                                                                                             
## [2614] "Philanthropic Studies"                                                                           
## [2615] "Philanthropic Studies"                                                                           
## [2616] "Philosophy"                                                                                      
## [2617] "Chemical and Environmental Engineering"                                                          
## [2618] "NICE NRT Integrated Computational Entomology"                                                    
## [2619] "Sociology"                                                                                       
## [2620] "Earth and Sustainability"                                                                        
## [2621] "Population Health Sciences"                                                                      
## [2622] "Anthropology"                                                                                    
## [2623] "Mechanical Engineering"                                                                          
## [2624] "Sociology"                                                                                       
## [2625] "Operations Information and Decisions The Wharton School"                                         
## [2626] "Computer Science"                                                                                
## [2627] "Chemistry"                                                                                       
## [2628] "molecular and cellular biology"                                                                  
## [2629] "Computer Science"                                                                                
## [2630] "School of Communication Sciences and Disorders"                                                  
## [2631] "Entomology"                                                                                      
## [2632] "Biological Sciences"                                                                             
## [2633] "Linguistics"                                                                                     
## [2634] "Physics"                                                                                         
## [2635] "Physics"                                                                                         
## [2636] "Psychology"                                                                                      
## [2637] "Electrical and Computer Engineering"                                                             
## [2638] "Biophysics"                                                                                      
## [2639] "geogrphy"                                                                                        
## [2640] "Computational Biology"                                                                           
## [2641] "School of Communication Sciences and Disorders"                                                  
## [2642] "Computer Science"                                                                                
## [2643] "Engineering Physics"                                                                             
## [2644] "Chemistry"                                                                                       
## [2645] "POIR"                                                                                            
## [2646] "College of Veterinary Medicine"                                                                  
## [2647] "Math"                                                                                            
## [2648] "Classics"                                                                                        
## [2649] "Political Science"                                                                               
## [2650] "Molecular and Cell Biology"                                                                      
## [2651] "Electrical and Computer Engineering"                                                             
## [2652] "Business"                                                                                        
## [2653] "Business"                                                                                        
## [2654] "Civil engineering"                                                                               
## [2655] "Computer and Information Science"                                                                
## [2656] "Computer and Information Science"                                                                
## [2657] "Computer and Information Science"                                                                
## [2658] "Education"                                                                                       
## [2659] "Nutrition"                                                                                       
## [2660] "Criminal Justice and Criminology"                                                                
## [2661] "Sociology and Criminology Law"                                                                   
## [2662] "Criminology Law Society"                                                                         
## [2663] "Criminology and Criminal Justice"                                                                
## [2664] "Bilomedical Engineering"                                                                         
## [2665] "Anderson School of Management"                                                                   
## [2666] "Urban planning"                                                                                  
## [2667] "Food Science"                                                                                    
## [2668] "Department of Hearing and Speech Sciences"                                                       
## [2669] "Clinical and Social Sciences in Psychology"                                                      
## [2670] "Speech Language Hearing Sciences"                                                                
## [2671] "Speech Language Hearing Sciences"                                                                
## [2672] "French Studies"                                                                                  
## [2673] "Biology"                                                                                         
## [2674] "Economics"                                                                                       
## [2675] "psychology"                                                                                      
## [2676] "sociology"                                                                                       
## [2677] "biology"                                                                                         
## [2678] "Human development and Family studies"                                                            
## [2679] "French and Francophone Studies"                                                                  
## [2680] "French"                                                                                          
## [2681] "Psychology"                                                                                      
## [2682] "Biology"                                                                                         
## [2683] "Anthropology"                                                                                    
## [2684] "Botany"                                                                                          
## [2685] "BCMB School of Medicine"                                                                         
## [2686] "Bioproducts and Biosystem Engineering"                                                           
## [2687] "CSD"                                                                                             
## [2688] "Communication sciences and disorders"                                                            
## [2689] "CSD PhD"                                                                                         
## [2690] "Computer Science"                                                                                
## [2691] "Biocohemistry"                                                                                   
## [2692] "Speech Language and Hearing Sciences"                                                            
## [2693] "Communication Sciences and Disorders"                                                            
## [2694] "Disability Disciplines Speech Language Pathology"                                                
## [2695] "Hearing and Speech"                                                                              
## [2696] "Speech language and hearing PhD in communication sciences and disorders"                         
## [2697] "Psychological sciences"                                                                          
## [2698] "Communication Sciences and Disorders"                                                            
## [2699] "Behavioral and brain sciences"                                                                   
## [2700] "Communicative Sciences and Disorders"                                                            
## [2701] "Communicative Sciences and Disorders"                                                            
## [2702] "Speech Pathology and Audiology"                                                                  
## [2703] "College of Health Solutions"                                                                     
## [2704] "College of Health Solutions"                                                                     
## [2705] "Hearing and Speech Sciences"                                                                     
## [2706] "Program in Audiology and Communication Sciences"                                                 
## [2707] "Communication Sciences and Disorders"                                                            
## [2708] "Communication Sciences and Disorders"                                                            
## [2709] "Hearing and Speech Sciences"                                                                     
## [2710] "CSD"                                                                                             
## [2711] "CSCD PhD"                                                                                        
## [2712] "CSCD PhD"                                                                                        
## [2713] "Computer Science"                                                                                
## [2714] "Cognitive psychology"                                                                            
## [2715] "Nutritional Sciences"                                                                            
## [2716] "Immunology and Microbial Pathogenesis"                                                           
## [2717] "Electrical Engineering Ph D"                                                                     
## [2718] "Mathematics"                                                                                     
## [2719] "Biomedical Sciences"                                                                             
## [2720] "Biomedical Sciences"                                                                             
## [2721] "Bioinformatics"                                                                                  
## [2722] "Civil Engineeirng"                                                                               
## [2723] "Biology"                                                                                         
## [2724] "Computer Science"                                                                                
## [2725] "Comparative biomedical sciences"                                                                 
## [2726] "Psychology"                                                                                      
## [2727] "Clinical Psychology"                                                                             
## [2728] "Dbbs"                                                                                            
## [2729] "ECE"                                                                                             
## [2730] "Biochemistry Cellular and Molecular Biology"                                                     
## [2731] "Integrated Life Sciences ILS"                                                                    
## [2732] "Gender studies"                                                                                  
## [2733] "Anthropology"                                                                                    
## [2734] "Biology EEB"                                                                                     
## [2735] "history"                                                                                         
## [2736] "Musicology"                                                                                      
## [2737] "Human Genetics"                                                                                  
## [2738] "Biology"                                                                                         
## [2739] "Biological Sciences"                                                                             
## [2740] "Ecology and Evolutionary Biology"                                                                
## [2741] "Biology"                                                                                         
## [2742] "Renewable Natural Resources"                                                                     
## [2743] "Electrical and Computer Engineering"                                                             
## [2744] "Bioproducts"                                                                                     
## [2745] "Biology"                                                                                         
## [2746] "Biology"                                                                                         
## [2747] "Civil Engineering"                                                                               
## [2748] "Civil Environmental Engineering"                                                                 
## [2749] "Biology"                                                                                         
## [2750] "Linguistics"                                                                                     
## [2751] "Linguistics"                                                                                     
## [2752] "Linguistics"                                                                                     
## [2753] "Nutritional Science"                                                                             
## [2754] "Biochemistry and molecular biology"                                                              
## [2755] "Biology"                                                                                         
## [2756] "Computer Science"                                                                                
## [2757] "Computer Science"                                                                                
## [2758] "Sackler institute"                                                                               
## [2759] "Physics"                                                                                         
## [2760] "Chemistry"                                                                                       
## [2761] "Chemistry"                                                                                       
## [2762] "Electrical Computer Engineering"                                                                 
## [2763] "Earth Science"                                                                                   
## [2764] "Teaching and Learning"                                                                           
## [2765] "Astronautical Engineering"                                                                       
## [2766] "mechanical"                                                                                      
## [2767] "family and human development"                                                                    
## [2768] "Biology"                                                                                         
## [2769] "Psychology"                                                                                      
## [2770] "Religious Studies"                                                                               
## [2771] "Mathematics"                                                                                     
## [2772] "MAE"                                                                                             
## [2773] "Electrical Engineering"                                                                          
## [2774] "economics"                                                                                       
## [2775] "Atmospheric Science"                                                                             
## [2776] "Community Well Being"                                                                            
## [2777] "Community Well Being"                                                                            
## [2778] "Food Science and Technology"                                                                     
## [2779] "Neuroscience"                                                                                    
## [2780] "Neuroscience and Behavior"                                                                       
## [2781] "molecular and cellular biology"                                                                  
## [2782] "molecular and cellular biology"                                                                  
## [2783] "neuroscience"                                                                                    
## [2784] "chemical engineering"                                                                            
## [2785] "Earth Environmental and Planetary Science"                                                       
## [2786] "Biological and Biomedical Sciences"                                                              
## [2787] "Biological"                                                                                      
## [2788] "Management"                                                                                      
## [2789] "Occupational Therapy"                                                                            
## [2790] "Bioengineering"                                                                                  
## [2791] "Business"                                                                                        
## [2792] "Business"                                                                                        
## [2793] "History"                                                                                         
## [2794] "Social Work"                                                                                     
## [2795] "Social Work"                                                                                     
## [2796] "Social Work"                                                                                     
## [2797] "Speech and Hearing Bioscience and Technology SHBT"                                               
## [2798] "Materials Science Engineering"                                                                   
## [2799] "Division of Materials Science and Engineering"                                                   
## [2800] "Division of Materials Science and Engineering"                                                   
## [2801] "Computational Biology and Bioinformatics"                                                        
## [2802] "Molecular and Cellular Biologu"                                                                  
## [2803] "Molecular AND Cellular Biology"                                                                  
## [2804] "Molecular AND Cellular Biology"                                                                  
## [2805] "Molecular AND Cellular Biology"                                                                  
## [2806] "Biophysics"                                                                                      
## [2807] "Biology"                                                                                         
## [2808] "Biology"                                                                                         
## [2809] "Biomedical Biological Sciences"                                                                  
## [2810] "Post bacc"                                                                                       
## [2811] "Biology"                                                                                         
## [2812] "Cell Biology"                                                                                    
## [2813] "Cell Biology"                                                                                    
## [2814] "bioengineering"                                                                                  
## [2815] "Bioengineering"                                                                                  
## [2816] "Marine Science"                                                                                  
## [2817] "Chemistry Biochemistry"                                                                          
## [2818] "Chemistry Biochemistry"                                                                          
## [2819] "Political Science"                                                                               
## [2820] "PhD in Chemistry"                                                                                
## [2821] "Sociology"                                                                                       
## [2822] "Ecosystem Science and Management"                                                                
## [2823] "school of advanced international studies"                                                        
## [2824] "Health Policy"                                                                                   
## [2825] "Electrical Engineering"                                                                          
## [2826] "Neuroscience"                                                                                    
## [2827] "Communication Sciences and Disorders"                                                            
## [2828] "Chemical engineering"                                                                            
## [2829] "Electrical Engineering PhD"                                                                      
## [2830] "Psychology"                                                                                      
## [2831] "Geological and Planetary Science"                                                                
## [2832] "Spanish"                                                                                         
## [2833] "American Studies"                                                                                
## [2834] "GDBBS"                                                                                           
## [2835] "Clinical and School Psychology"                                                                  
## [2836] "political science"                                                                               
## [2837] "political science"                                                                               
## [2838] "Materials Science"                                                                               
## [2839] "Science and technology studies"                                                                  
## [2840] "GSBSE"                                                                                           
## [2841] "ECE"                                                                                             
## [2842] "Aeronautics and Astronautics"                                                                    
## [2843] "Aeronautics and Astronautics"                                                                    
## [2844] "chemistry"                                                                                       
## [2845] "sustainability"                                                                                  
## [2846] "Nursing"                                                                                         
## [2847] "MACRO"                                                                                           
## [2848] "Philosophy"                                                                                      
## [2849] "Biomedical Engineering"                                                                          
## [2850] "English"                                                                                         
## [2851] "Agronomy"                                                                                        
## [2852] "Civil construction environmental engineering"                                                    
## [2853] "Bioengineering"                                                                                  
## [2854] "psychology"                                                                                      
## [2855] "Molecular biology"                                                                               
## [2856] "ECE"                                                                                             
## [2857] "Psychology"                                                                                      
## [2858] "Graduate Program for Neuroscience"                                                               
## [2859] "Applied and Agricultural Economics"                                                              
## [2860] "African American Studies"                                                                        
## [2861] "agricultural environmental and development economics"                                            
## [2862] "political science"                                                                               
## [2863] "Business"                                                                                        
## [2864] "Psychology"                                                                                      
## [2865] "Molecular and cellular biology"                                                                  
## [2866] "Political Science"                                                                               
## [2867] "molecular and cellular biology"                                                                  
## [2868] "Carlson Management Business"                                                                     
## [2869] "mechanical engineering"                                                                          
## [2870] "political science"                                                                               
## [2871] "Nanoengineering"                                                                                 
## [2872] "Psychology"                                                                                      
## [2873] "IMP"                                                                                             
## [2874] "neuroscience"                                                                                    
## [2875] "History"                                                                                         
## [2876] "Biology"                                                                                         
## [2877] "Molecular and Cellular Biology"                                                                  
## [2878] "Psychology"                                                                                      
## [2879] "Economics"                                                                                       
## [2880] "Civil Engineering"                                                                               
## [2881] "Biochemistry and Structural Biology"                                                             
## [2882] "Biology"                                                                                         
## [2883] "Criminal Justice"                                                                                
## [2884] "English"                                                                                         
## [2885] "English"                                                                                         
## [2886] "Pharmaceutical Sciences"                                                                         
## [2887] "Biology"                                                                                         
## [2888] "Student Affairs"                                                                                 
## [2889] "Psychology"                                                                                      
## [2890] "linguistics"                                                                                     
## [2891] "Plant Biology"                                                                                   
## [2892] "GPILS"                                                                                           
## [2893] "Psychology"                                                                                      
## [2894] "Political Science"                                                                               
## [2895] "Nutrition"                                                                                       
## [2896] "Materials Science and Engineering"                                                               
## [2897] "Psychology"                                                                                      
## [2898] "Mathematics"                                                                                     
## [2899] "Behavior cognition and neuroscience"                                                             
## [2900] "Mechanical Engineering"                                                                          
## [2901] "Neuroscience and Behavior"                                                                       
## [2902] "Sociology"                                                                                       
## [2903] "Biology"                                                                                         
## [2904] "Human Development Quantitative Methodology"                                                      
## [2905] "Education"                                                                                       
## [2906] "Psychology"                                                                                      
## [2907] "Psychology"                                                                                      
## [2908] "Psychology"                                                                                      
## [2909] "Psychological Brain Sciences"                                                                    
## [2910] "Psychology"                                                                                      
## [2911] "Psychology PhD"                                                                                  
## [2912] "Psychology"                                                                                      
## [2913] "Psychology"                                                                                      
## [2914] "Psychology"                                                                                      
## [2915] "Psychology"                                                                                      
## [2916] "Psychology"                                                                                      
## [2917] "Psychology"                                                                                      
## [2918] "Psychology"                                                                                      
## [2919] "School of Information Sciences"                                                                  
## [2920] "Psychology"                                                                                      
## [2921] "Psychology"                                                                                      
## [2922] "Psychology"                                                                                      
## [2923] "Media Lab"                                                                                       
## [2924] "Linguistics"                                                                                     
## [2925] "Educational Psychology"                                                                          
## [2926] "philosophy"                                                                                      
## [2927] "Psychology"                                                                                      
## [2928] "Neuroscience"                                                                                    
## [2929] "Economics"                                                                                       
## [2930] "Psychology"                                                                                      
## [2931] "Psychology"                                                                                      
## [2932] "Psychology"                                                                                      
## [2933] "Psychology"                                                                                      
## [2934] "Psychology"                                                                                      
## [2935] "Political Science"                                                                               
## [2936] "Political Science"                                                                               
## [2937] "Psychology"                                                                                      
## [2938] "Biomedical Engineering"                                                                          
## [2939] "Comparative Human Development"                                                                   
## [2940] "Organizational Behavior"                                                                         
## [2941] "Psychology"                                                                                      
## [2942] "Accounting"                                                                                      
## [2943] "Political Science"                                                                               
## [2944] "Chemistry"                                                                                       
## [2945] "Computational Biology and Bioinformatics"                                                        
## [2946] "political science"                                                                               
## [2947] "Roswell Park Cancer Prevention"                                                                  
## [2948] "Nutrition Sciences"                                                                              
## [2949] "Integrative Biology"                                                                             
## [2950] "Psychology"                                                                                      
## [2951] "Sociology"                                                                                       
## [2952] "Finance"                                                                                         
## [2953] "Chemical Engineering"                                                                            
## [2954] "mechanical engineering"                                                                          
## [2955] "Clinical Psychology"                                                                             
## [2956] "Ecology and Evolutionary Biology"                                                                
## [2957] "Pharmaceutical Sciences"                                                                         
## [2958] "psychological and brain sciences"                                                                
## [2959] "Biology"                                                                                         
## [2960] "Chemistry"                                                                                       
## [2961] "political science"                                                                               
## [2962] "History"                                                                                         
## [2963] "Special Education"                                                                               
## [2964] "Chemistry"                                                                                       
## [2965] "Molecular Cellular Biology Neuroscience"                                                         
## [2966] "Cancer Biology Graduate Interdisciplinary Program"                                               
## [2967] "Cognitive Sciences"                                                                              
## [2968] "mimg"                                                                                            
## [2969] "Soil and Water Sciences"                                                                         
## [2970] "Stern Business"                                                                                  
## [2971] "Economics"                                                                                       
## [2972] "Economics"                                                                                       
## [2973] "Economics"                                                                                       
## [2974] "Economics"                                                                                       
## [2975] "Economics"                                                                                       
## [2976] "Economics"                                                                                       
## [2977] "Economics"                                                                                       
## [2978] "School Psychology"                                                                               
## [2979] "cosp"                                                                                            
## [2980] "Earth Energy Environmental Systems"                                                              
## [2981] "Computer Science"                                                                                
## [2982] "Political Science"                                                                               
## [2983] "Political Science"                                                                               
## [2984] "Molecular Microbiology and Immunology"                                                           
## [2985] "MSTP"                                                                                            
## [2986] "Biomedical Sciences"                                                                             
## [2987] "Economics"                                                                                       
## [2988] "Economics"                                                                                       
## [2989] "Earth System Science"                                                                            
## [2990] "Bioinformatics and Systems Biology BISB"                                                         
## [2991] "Chemical Engineering"                                                                            
## [2992] "Mathematics"                                                                                     
## [2993] "Physics"                                                                                         
## [2994] "Chemical Engineering"                                                                            
## [2995] "MFA Art"                                                                                         
## [2996] "Civil and Environmental Engineering"                                                             
## [2997] "Civil and Environmental Engineering"                                                             
## [2998] "Sociology"                                                                                       
## [2999] "Public Policy"                                                                                   
## [3000] "Biomedical Engineering"                                                                          
## [3001] "Biomedical Engineering"                                                                          
## [3002] "Biomedical Engineering"                                                                          
## [3003] "Chemistry"                                                                                       
## [3004] "chemistry"                                                                                       
## [3005] "Chemistry"                                                                                       
## [3006] "Chemical Engineering"                                                                            
## [3007] "Environmental Sciences and Engineering"                                                          
## [3008] "Environmental Sciences and Engineering"                                                          
## [3009] "Sociology"                                                                                       
## [3010] "Political Science Politics"                                                                      
## [3011] "Sociology"                                                                                       
## [3012] "English"                                                                                         
## [3013] "Accounting"                                                                                      
## [3014] "Business"                                                                                        
## [3015] "English"                                                                                         
## [3016] "English"                                                                                         
## [3017] "Political Science"                                                                               
## [3018] "Anthropology"                                                                                    
## [3019] "Chemistry"                                                                                       
## [3020] "Chemistry"                                                                                       
## [3021] "Chemistry"                                                                                       
## [3022] "Chemistry"                                                                                       
## [3023] "Chemistry"                                                                                       
## [3024] "Chemistry"                                                                                       
## [3025] "Physics"                                                                                         
## [3026] "English"                                                                                         
## [3027] "Sociology"                                                                                       
## [3028] "BSTP"                                                                                            
## [3029] "Anthropology"                                                                                    
## [3030] "Geography and GIS"                                                                               
## [3031] "Philosophy"                                                                                      
## [3032] "Philosophy"                                                                                      
## [3033] "Philosophy"                                                                                      
## [3034] "Biological Sciences"                                                                             
## [3035] "Biological Sciences"                                                                             
## [3036] "biological sciences"                                                                             
## [3037] "biological sciences"                                                                             
## [3038] "maths"                                                                                           
## [3039] "maths"                                                                                           
## [3040] "maths"                                                                                           
## [3041] "maths"                                                                                           
## [3042] "maths"                                                                                           
## [3043] "Civil and Environmental Engineering"                                                             
## [3044] "Political Science"                                                                               
## [3045] "Health Behavior"                                                                                 
## [3046] "Computer Science"                                                                                
## [3047] "Nutritional Sciences"                                                                            
## [3048] "Biology"                                                                                         
## [3049] "Urban Planning"                                                                                  
## [3050] "Nicholas School"                                                                                 
## [3051] "political science"                                                                               
## [3052] "Sociology"                                                                                       
## [3053] "International studies"                                                                           
## [3054] "International studies"                                                                           
## [3055] "Neuroscience"                                                                                    
## [3056] "English"                                                                                         
## [3057] "History"                                                                                         
## [3058] "history"                                                                                         
## [3059] "Egyptology and Assyriology"                                                                      
## [3060] "Environmental engineering"                                                                       
## [3061] "Linguistics"                                                                                     
## [3062] "History"                                                                                         
## [3063] "Physics"                                                                                         
## [3064] "Geography"                                                                                       
## [3065] "City and Regional Planning"                                                                      
## [3066] "Philosophy"                                                                                      
## [3067] "History"                                                                                         
## [3068] "Environmental Sciences and Engineering"                                                          
## [3069] "Global public health"                                                                            
## [3070] "Sociology"                                                                                       
## [3071] "Educational Psychology"                                                                          
## [3072] "Public Health"                                                                                   
## [3073] "Civil and Environmental Engineering"                                                             
## [3074] "Bioengineering"                                                                                  
## [3075] "History"                                                                                         
## [3076] "Ethnic Studies"                                                                                  
## [3077] "Department of Environmental science"                                                             
## [3078] "Geography"                                                                                       
## [3079] "Anthropology and History"                                                                        
## [3080] "Environmental Engineering"                                                                       
## [3081] "American Studies"                                                                                
## [3082] "School of theology"                                                                              
## [3083] "geography"                                                                                       
## [3084] "Sociology"                                                                                       
## [3085] "Anthropology"                                                                                    
## [3086] "Philosophy"                                                                                      
## [3087] "African and African Diaspora Studies"                                                            
## [3088] "African and African Diaspora Studies"                                                            
## [3089] "African and African Diaspora Studies"                                                            
## [3090] "Education"                                                                                       
## [3091] "English"                                                                                         
## [3092] "Agriculture Food and Resource Economics"                                                         
## [3093] "Molecular and Cellular Biology"                                                                  
## [3094] "Genetics"                                                                                        
## [3095] "Program in Biomedical Sciences"                                                                  
## [3096] "Biological and Biomedical Sciences"                                                              
## [3097] "Public Health"                                                                                   
## [3098] "English"                                                                                         
## [3099] "Genetics"                                                                                        
## [3100] "Geography"                                                                                       
## [3101] "English"                                                                                         
## [3102] "American Studies"                                                                                
## [3103] "Comparative Literature"                                                                          
## [3104] "physics"                                                                                         
## [3105] "Environmental Science Policy Management"                                                         
## [3106] "History"                                                                                         
## [3107] "Religion"                                                                                        
## [3108] "Environmental Science Policy and Management"                                                     
## [3109] "History"                                                                                         
## [3110] "Counselor Education"                                                                             
## [3111] "Musicology PHD"                                                                                  
## [3112] "Musicology PHD"                                                                                  
## [3113] "ESPN"                                                                                            
## [3114] "BIMS"                                                                                            
## [3115] "BIMS"                                                                                            
## [3116] "Political Science"                                                                               
## [3117] "Philosophy"                                                                                      
## [3118] "Environmental Science Policy and Management"                                                     
## [3119] "Business"                                                                                        
## [3120] "Environmental Science Policy and Management"                                                     
## [3121] "English"                                                                                         
## [3122] "English"                                                                                         
## [3123] "Environmental Science Policy Management"                                                         
## [3124] "Theology Theology"                                                                               
## [3125] "English"                                                                                         
## [3126] "Physics Astronomy"                                                                               
## [3127] "Geography"                                                                                       
## [3128] "Environmental Science Policy and Management"                                                     
## [3129] "Computer Science"                                                                                
## [3130] "Environmental Science Policy and Management"                                                     
## [3131] "Mechanical and Civil Engineering"                                                                
## [3132] "Environmental Science Policy Management"                                                         
## [3133] "History"                                                                                         
## [3134] "Communication"                                                                                   
## [3135] "Psychology"                                                                                      
## [3136] "Population Biology"                                                                              
## [3137] "History"                                                                                         
## [3138] "Geography"                                                                                       
## [3139] "English"                                                                                         
## [3140] "Agronomy and Plant Genetics"                                                                     
## [3141] "Sociology"                                                                                       
## [3142] "Sociology"                                                                                       
## [3143] "Entomology"                                                                                      
## [3144] "Entomology"                                                                                      
## [3145] "Electrical and Computer Engineering"                                                             
## [3146] "Biomedical Sciences"                                                                             
## [3147] "College of Journalism and Communications"                                                        
## [3148] "Biology"                                                                                         
## [3149] "Anthropology"                                                                                    
## [3150] "Biomedical Sciences BMS"                                                                         
## [3151] "Clinical psychology"                                                                             
## [3152] "Computer science"                                                                                
## [3153] "Computer Science"                                                                                
## [3154] "Food Science"                                                                                    
## [3155] "Civil Environmental Engineering PhD"                                                             
## [3156] "English"                                                                                         
## [3157] "Religious Studies"                                                                               
## [3158] "School for the Future of Innovation in Society"                                                  
## [3159] "IST"                                                                                             
## [3160] "Developmental Science Psychology"                                                                
## [3161] "Human Development and Family Studies"                                                            
## [3162] "Chemistry"                                                                                       
## [3163] "Chemistry"                                                                                       
## [3164] "Chemistry"                                                                                       
## [3165] "Biology"                                                                                         
## [3166] "Biology"                                                                                         
## [3167] "Biology"                                                                                         
## [3168] "Chemistry"                                                                                       
## [3169] "Chemistry"                                                                                       
## [3170] "Chemistry"                                                                                       
## [3171] "Earth Science"                                                                                   
## [3172] "Sociology"                                                                                       
## [3173] "Sociology"                                                                                       
## [3174] "Musicology"                                                                                      
## [3175] "Religion"                                                                                        
## [3176] "Religious Studies"                                                                               
## [3177] "Theology Religious Studies"                                                                      
## [3178] "Philosophy"                                                                                      
## [3179] "neuroscience"                                                                                    
## [3180] "Molecular and cellular biology"                                                                  
## [3181] "Biological Sciences"                                                                             
## [3182] "Geosciences"                                                                                     
## [3183] "Biomedical Sciences"                                                                             
## [3184] "Electrical and Computer Engineering"                                                             
## [3185] "Linguistics"                                                                                     
## [3186] "pharmacy"                                                                                        
## [3187] "Computer Science and Engineering"                                                                
## [3188] "Spanish and Portuguese"                                                                          
## [3189] "Romance Languages and Literatures"                                                               
## [3190] "Portuguese"                                                                                      
## [3191] "Sociology"                                                                                       
## [3192] "PCB"                                                                                             
## [3193] "BBSP"                                                                                            
## [3194] "Anthropology"                                                                                    
## [3195] "Earth and Environmental Sciences"                                                                
## [3196] "Chemistry"                                                                                       
## [3197] "Human development and family science"                                                            
## [3198] "Economics"                                                                                       
## [3199] "Linguistics"                                                                                     
## [3200] "Bioengineering PhD"                                                                              
## [3201] "Counseling Psychology Social Psychology and Mental Health Counseling"                            
## [3202] "Education"                                                                                       
## [3203] "Political science"                                                                               
## [3204] "Ethnomusicology"                                                                                 
## [3205] "BBSP"                                                                                            
## [3206] "Political Science"                                                                               
## [3207] "School of Molecular Sciences"                                                                    
## [3208] "Geology"                                                                                         
## [3209] "Economics"                                                                                       
## [3210] "Epidemiology"                                                                                    
## [3211] "Machine Learning"                                                                                
## [3212] "MCB"                                                                                             
## [3213] "psychology"                                                                                      
## [3214] "Sociology"                                                                                       
## [3215] "Biology"                                                                                         
## [3216] "Biology"                                                                                         
## [3217] "Political Science"                                                                               
## [3218] "Statistics"                                                                                      
## [3219] "Statistics"                                                                                      
## [3220] "Statistics"                                                                                      
## [3221] "Statistics"                                                                                      
## [3222] "Statistics"                                                                                      
## [3223] "computer science"                                                                                
## [3224] "Education"                                                                                       
## [3225] "Biochemistry"                                                                                    
## [3226] "Biochemistry"                                                                                    
## [3227] "Biochemistry"                                                                                    
## [3228] "Biomolecular Engineering And Bioinformatics BMEB"                                                
## [3229] "Earth Planetary Science"                                                                         
## [3230] "Biology"                                                                                         
## [3231] "Romance Studies"                                                                                 
## [3232] "demography"                                                                                      
## [3233] "Sociology"                                                                                       
## [3234] "Biology"                                                                                         
## [3235] "Biology"                                                                                         
## [3236] "Physics"                                                                                         
## [3237] "department of biological sciences"                                                               
## [3238] "Sociology"                                                                                       
## [3239] "Sociology"                                                                                       
## [3240] "Computer Science"                                                                                
## [3241] "Social Psychology"                                                                               
## [3242] "Atmospheric and Ocean Science"                                                                   
## [3243] "Economics"                                                                                       
## [3244] "Epidemiology"                                                                                    
## [3245] "Finance"                                                                                         
## [3246] "Marketing"                                                                                       
## [3247] "Sociology"                                                                                       
## [3248] "Economics"                                                                                       
## [3249] "Economics"                                                                                       
## [3250] "Economics"                                                                                       
## [3251] "Computer Science"                                                                                
## [3252] "Political Science"                                                                               
## [3253] "immunology"                                                                                      
## [3254] "immunology"                                                                                      
## [3255] "immunology"                                                                                      
## [3256] "Sociolgoy"                                                                                       
## [3257] "Sociolgoy"                                                                                       
## [3258] "Sociology"                                                                                       
## [3259] "political science"                                                                               
## [3260] "Chemistry"                                                                                       
## [3261] "Chemistry"                                                                                       
## [3262] "BMCDB"                                                                                           
## [3263] "Computer Science"                                                                                
## [3264] "Psychological Sciences"                                                                          
## [3265] "Psychology"                                                                                      
## [3266] "Electrical Engineering"                                                                          
## [3267] "Computer Science"                                                                                
## [3268] "Chemistry and Biochemistry"                                                                      
## [3269] "Chemical Biology"                                                                                
## [3270] "Psychological Sciences"                                                                          
## [3271] "Kinesiology Recreation and Sport Studies"                                                        
## [3272] "Interdepartmental Graduate Program in Neuroscience"                                              
## [3273] "pharmaceutical sciences"                                                                         
## [3274] "Political Science"                                                                               
## [3275] "Sociology PhD"                                                                                   
## [3276] "Plant and Microbial Biology"                                                                     
## [3277] "Biology"                                                                                         
## [3278] "Materials Science Engineering"                                                                   
## [3279] "Materials Science Engineering"                                                                   
## [3280] "Management"                                                                                      
## [3281] "DBBS plus Olin Fellowship"                                                                       
## [3282] "Biomedical engineering"                                                                          
## [3283] "Plant and Microbial Biosciences"                                                                 
## [3284] "Political Science"                                                                               
## [3285] "Computer science"                                                                                
## [3286] "History"                                                                                         
## [3287] "Sociology"                                                                                       
## [3288] "School of Education"                                                                             
## [3289] "Psychology"                                                                                      
## [3290] "Sociology"                                                                                       
## [3291] "cell and molecular biosciences"                                                                  
## [3292] "Computer Science"                                                                                
## [3293] "Sociology"                                                                                       
## [3294] "Sociology"                                                                                       
## [3295] "Sociology Ph D"                                                                                  
## [3296] "Sociology"                                                                                       
## [3297] "Sociology"                                                                                       
## [3298] "Sociology"                                                                                       
## [3299] "Sociology"                                                                                       
## [3300] "Sociology"                                                                                       
## [3301] "Anthropology"                                                                                    
## [3302] "Sociology"                                                                                       
## [3303] "Nutritional Biochemistry"                                                                        
## [3304] "Nutritional Sciences"                                                                            
## [3305] "Linguistics"                                                                                     
## [3306] "Sociology"                                                                                       
## [3307] "Linguistics"                                                                                     
## [3308] "electrical engineering"                                                                          
## [3309] "Bioengineering"                                                                                  
## [3310] "Molecular Biosciences"                                                                           
## [3311] "Molecular Biosciences"                                                                           
## [3312] "Genetics Development and Stem Cells"                                                             
## [3313] "Biological Engineering"                                                                          
## [3314] "Chemical Engineering"                                                                            
## [3315] "Applied Physics"                                                                                 
## [3316] "Applied Physics"                                                                                 
## [3317] "French"                                                                                          
## [3318] "French"                                                                                          
## [3319] "French"                                                                                          
## [3320] "Special Education"                                                                               
## [3321] "Chemistry"                                                                                       
## [3322] "School of Information"                                                                           
## [3323] "Biology"                                                                                         
## [3324] "Chemistry"                                                                                       
## [3325] "Chemistry"                                                                                       
## [3326] "Linguistics"                                                                                     
## [3327] "Mathematics"                                                                                     
## [3328] "PIBBS"                                                                                           
## [3329] "industrial engineering"                                                                          
## [3330] "Linguistics"                                                                                     
## [3331] "Linguistics"                                                                                     
## [3332] "Linguistics"                                                                                     
## [3333] "Linguistics"                                                                                     
## [3334] "Anthropology"                                                                                    
## [3335] "English"                                                                                         
## [3336] "Chemical Engineering"                                                                            
## [3337] "Biological Sciences"                                                                             
## [3338] "Olin Business School PhD program"                                                                
## [3339] "Education"                                                                                       
## [3340] "Statistics"                                                                                      
## [3341] "Psychology"                                                                                      
## [3342] "Ecology"                                                                                         
## [3343] "Media Lab"                                                                                       
## [3344] "Electrical engineering"                                                                          
## [3345] "Political Science"                                                                               
## [3346] "Psychology Law"                                                                                  
## [3347] "ESAM"                                                                                            
## [3348] "Immunology"                                                                                      
## [3349] "Institute for Systems Research"                                                                  
## [3350] "Earth Science"                                                                                   
## [3351] "Industrial Engineering"                                                                          
## [3352] "Biomedical Engineering"                                                                          
## [3353] "English"                                                                                         
## [3354] "Biology"                                                                                         
## [3355] "veterinary medicine"                                                                             
## [3356] "PhD in Political Science"                                                                        
## [3357] "Psychology"                                                                                      
## [3358] "History PhD"                                                                                     
## [3359] "History PhD"                                                                                     
## [3360] "Engineering"                                                                                     
## [3361] "Chemistry"                                                                                       
## [3362] "History"                                                                                         
## [3363] "Physics"                                                                                         
## [3364] "Physics"                                                                                         
## [3365] "Integrated Biomedical Sciences"                                                                  
## [3366] "School of Information"                                                                           
## [3367] "Communication"                                                                                   
## [3368] "Computer Science"                                                                                
## [3369] "Physics"                                                                                         
## [3370] "Biomedical Engineering"                                                                          
## [3371] "Biological Sciences"                                                                             
## [3372] "Bioengineering"                                                                                  
## [3373] "chemsitry"                                                                                       
## [3374] "Earth and Environment"                                                                           
## [3375] "Linguistics PhD"                                                                                 
## [3376] "Mechanical"                                                                                      
## [3377] "Romance Languages and Literatures Spanish"                                                       
## [3378] "Psychology"                                                                                      
## [3379] "Pharmacology"                                                                                    
## [3380] "Geography"                                                                                       
## [3381] "Art History"                                                                                     
## [3382] "CSE Ph D"                                                                                        
## [3383] "Art History"                                                                                     
## [3384] "Information Science"                                                                             
## [3385] "Information Science"                                                                             
## [3386] "chemistry"                                                                                       
## [3387] "Molecular and Cell Biology"                                                                      
## [3388] "mechanical engineering"                                                                          
## [3389] "Art History"                                                                                     
## [3390] "Biochemistry and Molecular Biophysics"                                                           
## [3391] "Biochemistry and Molecular Biophysics"                                                           
## [3392] "Biochemistry and Molecular Biophysics"                                                           
## [3393] "Biochemistry and Molecular Biophysics"                                                           
## [3394] "Biochemistry and Molecular Biophysics"                                                           
## [3395] "Chemistry"                                                                                       
## [3396] "BBSP"                                                                                            
## [3397] "Neurobiology"                                                                                    
## [3398] "Geography and Atmospheric Science"                                                               
## [3399] "Plant and Microbial Biology"                                                                     
## [3400] "Biochemistry Molecular Biology and Biophysics"                                                   
## [3401] "Plant and Microbial Biology"                                                                     
## [3402] "Institute for Biomedical Sciences"                                                               
## [3403] "Philosophy"                                                                                      
## [3404] "english"                                                                                         
## [3405] "Economics"                                                                                       
## [3406] "Regional Studies East Asia"                                                                      
## [3407] "Economics"                                                                                       
## [3408] "Gender Studies"                                                                                  
## [3409] "Neuroscience Doctoral Program"                                                                   
## [3410] "Pharmaceutical Sciences"                                                                         
## [3411] "Medical Scientist Training Program"                                                              
## [3412] "Chemical engineering"                                                                            
## [3413] "BBS"                                                                                             
## [3414] "BMCDB"                                                                                           
## [3415] "Computer Science"                                                                                
## [3416] "Computer Science"                                                                                
## [3417] "School of Molecular Sciences"                                                                    
## [3418] "Comparative Literature"                                                                          
## [3419] "Biosystems Engineering"                                                                          
## [3420] "Geosciences"                                                                                     
## [3421] "Earth Environmental and Planetary Sciences"                                                      
## [3422] "Computer Science"                                                                                
## [3423] "BCMB"                                                                                            
## [3424] "Biochemistry Biophysics and Structural Biology"                                                  
## [3425] "Chemical Engineering"                                                                            
## [3426] "Neuroscience Graduate Program"                                                                   
## [3427] "Molecular Biology"                                                                               
## [3428] "Biology and Microbiology PhD"                                                                    
## [3429] "Microbial Pathogenesis"                                                                          
## [3430] "Human Factors and Behavioral Neurobiology"                                                       
## [3431] "Human Factors"                                                                                   
## [3432] "Watson School of Biological Sciences"                                                            
## [3433] "Chemical and Biomolecular Engineering"                                                           
## [3434] "Chemical and biomolecular engineering"                                                           
## [3435] "Cancer Biology"                                                                                  
## [3436] "History"                                                                                         
## [3437] "Earth and Space Sciences"                                                                        
## [3438] "Psychology"                                                                                      
## [3439] "Physics and Astronomy"                                                                           
## [3440] "Environmental Science"                                                                           
## [3441] "computer science"                                                                                
## [3442] "Business Administration"                                                                         
## [3443] "Mathematics"                                                                                     
## [3444] "PBIO"                                                                                            
## [3445] "Biomedical Engineering"                                                                          
## [3446] "Developmental Biology"                                                                           
## [3447] "Science"                                                                                         
## [3448] "Chemical and Petroleum Engineering"                                                              
## [3449] "Biomedical Sciences"                                                                             
## [3450] "Geography"                                                                                       
## [3451] "Computer Science"                                                                                
## [3452] "Ecology Evolution and Behavior"                                                                  
## [3453] "chemistry"                                                                                       
## [3454] "Astrophysics"                                                                                    
## [3455] "Chemistry"                                                                                       
## [3456] "Psychological Sciences"                                                                          
## [3457] "E ES"                                                                                            
## [3458] "Linguistics PhD"                                                                                 
## [3459] "Electrical Engineering"                                                                          
## [3460] "Biology"                                                                                         
## [3461] "Biochemistry and Molecular Biology"                                                              
## [3462] "Physics"                                                                                         
## [3463] "Slavic"                                                                                          
## [3464] "Biophysics"                                                                                      
## [3465] "Mechanical Engineering"                                                                          
## [3466] "Sociology"                                                                                       
## [3467] "Chemical and Biomolecular Engineering"                                                           
## [3468] "Materials Science and Engineering"                                                               
## [3469] "science"                                                                                         
## [3470] "Philosophy PhD"                                                                                  
## [3471] "Linguistics PhD"                                                                                 
## [3472] "Linguistics PhD"                                                                                 
## [3473] "Linguistics PhD"                                                                                 
## [3474] "Basic Science"                                                                                   
## [3475] "Astronomy and Planetary Sciences"                                                                
## [3476] "PHTX"                                                                                            
## [3477] "Forest and Rangeland Stewardship"                                                                
## [3478] "Vision Science"                                                                                  
## [3479] "Biological Sciences"                                                                             
## [3480] "Spanish and Portuguese Hispanic Linguistics PhD"                                                 
## [3481] "English"                                                                                         
## [3482] "Entomology"                                                                                      
## [3483] "psychology"                                                                                      
## [3484] "Scripps Institution of Oceanography"                                                             
## [3485] "Robotics"                                                                                        
## [3486] "Computer Science PhD"                                                                            
## [3487] "chemical engineering"                                                                            
## [3488] "BME"                                                                                             
## [3489] "social work"                                                                                     
## [3490] "EE"                                                                                              
## [3491] "Chemical Engineering"                                                                            
## [3492] "Biology"                                                                                         
## [3493] "Civil Engineering"                                                                               
## [3494] "Chemical Engineering"                                                                            
## [3495] "Neuroscience"                                                                                    
## [3496] "Microbiology"                                                                                    
## [3497] "Neuroscience"                                                                                    
## [3498] "American Studies"                                                                                
## [3499] "Ssbm"                                                                                            
## [3500] "Wildlife Biology"                                                                                
## [3501] "GPiBS"                                                                                           
## [3502] "Chemical Engineering"                                                                            
## [3503] "Chemistry"                                                                                       
## [3504] "Biology"                                                                                         
## [3505] "History"                                                                                         
## [3506] "Engineering"                                                                                     
## [3507] "Engineering"                                                                                     
## [3508] "Musicology"                                                                                      
## [3509] "Chemical Engineering"                                                                            
## [3510] "Computational and Data Sciences"                                                                 
## [3511] "Cognitive Science and Neuroscience"                                                              
## [3512] "Comparative Literature"                                                                          
## [3513] "Comparative Literature"                                                                          
## [3514] "Philosophy"                                                                                      
## [3515] "Philosophy"                                                                                      
## [3516] "Philosophy"                                                                                      
## [3517] "Chemistry"                                                                                       
## [3518] "Engineering"                                                                                     
## [3519] "Engineering"                                                                                     
## [3520] "Chemistry"                                                                                       
## [3521] "Biomedical Sciences"                                                                             
## [3522] "Biostatistics"                                                                                   
## [3523] "Graduate School of Biomedical Sciences"                                                          
## [3524] "Chemical Engineering"                                                                            
## [3525] "Chemical Engineering"                                                                            
## [3526] "Chemical Engineering"                                                                            
## [3527] "Chemical Engineering"                                                                            
## [3528] "Civil and Environmental Engineering"                                                             
## [3529] "School of Marine and Atmospheric Sciences"                                                       
## [3530] "Geography"                                                                                       
## [3531] "Politics"                                                                                        
## [3532] "Education"                                                                                       
## [3533] "Economics"                                                                                       
## [3534] "Music Composition"                                                                               
## [3535] "Applied Physics"                                                                                 
## [3536] "Physics"                                                                                         
## [3537] "Physics"                                                                                         
## [3538] "Nuclear Engineering"                                                                             
## [3539] "iSchool"                                                                                         
## [3540] "Philosophy"                                                                                      
## [3541] "Chemistry"                                                                                       
## [3542] "Biosciences"                                                                                     
## [3543] "Industrial Engineering"                                                                          
## [3544] "iSchool"                                                                                         
## [3545] "History"                                                                                         
## [3546] "Biostatistics"                                                                                   
## [3547] "Music"                                                                                           
## [3548] "Management"                                                                                      
## [3549] "industrial engineering"                                                                          
## [3550] "Psychology"                                                                                      
## [3551] "PhD EEE"                                                                                         
## [3552] "Sociology"                                                                                       
## [3553] "Department of Psychiatry"                                                                        
## [3554] "Chemistry"                                                                                       
## [3555] "Sociology"                                                                                       
## [3556] "Chemical Engineering"                                                                            
## [3557] "Neuroscience"                                                                                    
## [3558] "chemical engineering"                                                                            
## [3559] "Computer Science"                                                                                
## [3560] "School of Politics and Global Studies"                                                           
## [3561] "Food Science and Technology"                                                                     
## [3562] "Materials Science and Engineering"                                                               
## [3563] "french"                                                                                          
## [3564] "Economics PhD"                                                                                   
## [3565] "Molecular Microbiology and Immunology"                                                           
## [3566] "Neuroscience"                                                                                    
## [3567] "math"                                                                                            
## [3568] "Mathematics"                                                                                     
## [3569] "Mathematics"                                                                                     
## [3570] "Mathematics"                                                                                     
## [3571] "Mathematics"                                                                                     
## [3572] "Higher Education"                                                                                
## [3573] "Psychology"                                                                                      
## [3574] "Biology"                                                                                         
## [3575] "Microbiology and Immunology"                                                                     
## [3576] "Biology"                                                                                         
## [3577] "Chemical and Biomolecular Engineering"                                                           
## [3578] "Neuroscience"                                                                                    
## [3579] "Comparative Thought and Literature Humanities Center"                                            
## [3580] "Economics"                                                                                       
## [3581] "CMDB"                                                                                            
## [3582] "NIH OxCam Program"                                                                               
## [3583] "Economics"                                                                                       
## [3584] "Philosophy"                                                                                      
## [3585] "Earth Sciences"                                                                                  
## [3586] "Strategy Business Administration"                                                                
## [3587] "Psychology"                                                                                      
## [3588] "Second Language Acquisition MA"                                                                  
## [3589] "Microbiology and Immunology PhD"                                                                 
## [3590] "Chemical Engineering"                                                                            
## [3591] "Chemical Engineering"                                                                            
## [3592] "Anthropology"                                                                                    
## [3593] "Microbiology"                                                                                    
## [3594] "Genetics"                                                                                        
## [3595] "Geological Sciences"                                                                             
## [3596] "Geological Sciences"                                                                             
## [3597] "Graduate School Graduate Program for Interdisciplinary Biomedical Sciences GPIBS"                
## [3598] "Biology"                                                                                         
## [3599] "Neuroscience"                                                                                    
## [3600] "Molecular genetics"                                                                              
## [3601] "Immunology"                                                                                      
## [3602] "Rhetoric"                                                                                        
## [3603] "Environmental Sciences and Engineering"                                                          
## [3604] "Pharmacology and Toxicology"                                                                     
## [3605] "Biomedical Sciences"                                                                             
## [3606] "Statistics"                                                                                      
## [3607] "Statistics"                                                                                      
## [3608] "Statistics"                                                                                      
## [3609] "Statistics"                                                                                      
## [3610] "Molecular Biology"                                                                               
## [3611] "Statistics"                                                                                      
## [3612] "Neuroscience"                                                                                    
## [3613] "Geological Sciences"                                                                             
## [3614] "EAD"                                                                                             
## [3615] "Land Resources and Environmental Science"                                                        
## [3616] "Biomedical Engineering"                                                                          
## [3617] "Biomedical Engineering"                                                                          
## [3618] "Genetics Genomics"                                                                               
## [3619] "Polymer Science"                                                                                 
## [3620] "Environmental Medicine Toxicology PhD"                                                           
## [3621] "Biology"                                                                                         
## [3622] "Political Science"                                                                               
## [3623] "Geology"                                                                                         
## [3624] "Philosophy"                                                                                      
## [3625] "Entomology"                                                                                      
## [3626] "Biochemistry"                                                                                    
## [3627] "Mechanical Engineering"                                                                          
## [3628] "Biology"                                                                                         
## [3629] "Geography"                                                                                       
## [3630] "IPBS"                                                                                            
## [3631] "Engineering"                                                                                     
## [3632] "Mechanical"                                                                                      
## [3633] "School of Biological Sciences"                                                                   
## [3634] "Anthropology"                                                                                    
## [3635] "Chemistry"                                                                                       
## [3636] "Neuroscience"                                                                                    
## [3637] "Pharmacology Toxicology"                                                                         
## [3638] "Pharmacology Toxicology"                                                                         
## [3639] "Biochemistry and Molecular Biology"                                                              
## [3640] "mandel school of applied social sciences"                                                        
## [3641] "Anthropology PhD"                                                                                
## [3642] "Nanoscale Science"                                                                               
## [3643] "Aerospace Engineering"                                                                           
## [3644] "anthropology"                                                                                    
## [3645] "English"                                                                                         
## [3646] "Religion"                                                                                        
## [3647] "Biology"                                                                                         
## [3648] "political science"                                                                               
## [3649] "biology"                                                                                         
## [3650] "Business"                                                                                        
## [3651] "School of Medicine"                                                                              
## [3652] "Biomedical Engineering"                                                                          
## [3653] "Biosciences"                                                                                     
## [3654] "Statistical Science Biostatistics"                                                               
## [3655] "Education"                                                                                       
## [3656] "Anthropology"                                                                                    
## [3657] "Education"                                                                                       
## [3658] "microbiology"                                                                                    
## [3659] "BMB"                                                                                             
## [3660] "School of Computer Science"                                                                      
## [3661] "College of Pharmacy"                                                                             
## [3662] "College of Pharmacy"                                                                             
## [3663] "Political Science"                                                                               
## [3664] "Child Youth and Family Studies"                                                                  
## [3665] "computer science phd"                                                                            
## [3666] "industrial engineering"                                                                          
## [3667] "Political Science"                                                                               
## [3668] "Mechanical Engineering"                                                                          
## [3669] "Mechanical Aerospace Engineering"                                                                
## [3670] "english"                                                                                         
## [3671] "Kinesiology"                                                                                     
## [3672] "Neuroscience"                                                                                    
## [3673] "Bioinformatics"                                                                                  
## [3674] "Psychology"                                                                                      
## [3675] "Bioinformatics"                                                                                  
## [3676] "Physics"                                                                                         
## [3677] "economics"                                                                                       
## [3678] "Psychology PhD"                                                                                  
## [3679] "Psychology PhD"                                                                                  
## [3680] "Psychology PhD"                                                                                  
## [3681] "Education"                                                                                       
## [3682] "Environment"                                                                                     
## [3683] "Ecosystem and Conservation Science BRIDGES NSF NRT Program"                                      
## [3684] "Physics"                                                                                         
## [3685] "School of Film"                                                                                  
## [3686] "Philosophy"                                                                                      
## [3687] "Clinical Psychology"                                                                             
## [3688] "Computer Science"                                                                                
## [3689] "BEES"                                                                                            
## [3690] "Electrical Engineering"                                                                          
## [3691] "chemistry"                                                                                       
## [3692] "Communication PhD"                                                                               
## [3693] "Materials Science and Engineering"                                                               
## [3694] "Sociology"                                                                                       
## [3695] "Department of Computer Science and Engineering"                                                  
## [3696] "economics"                                                                                       
## [3697] "economics"                                                                                       
## [3698] "Economics"                                                                                       
## [3699] "Economics"                                                                                       
## [3700] "Mechanical and Nuclear Engineering"                                                              
## [3701] "Political Science"                                                                               
## [3702] "Political Science"                                                                               
## [3703] "Political Science"                                                                               
## [3704] "ECSE"                                                                                            
## [3705] "Materials Science and Engineering"                                                               
## [3706] "physics"                                                                                         
## [3707] "Soil Science"                                                                                    
## [3708] "Genetics Molecular Biology"                                                                      
## [3709] "Bioinformatics"                                                                                  
## [3710] "Anthropology"                                                                                    
## [3711] "Physics"                                                                                         
## [3712] "Art History"                                                                                     
## [3713] "Sociology"                                                                                       
## [3714] "Chemistry"                                                                                       
## [3715] "African"                                                                                         
## [3716] "Psychology"                                                                                      
## [3717] "political science"                                                                               
## [3718] "IPBS Pharmacology"                                                                               
## [3719] "Chemistry"                                                                                       
## [3720] "Spanish Portuguese Languages and Literatures"                                                    
## [3721] "Biochemistry and Molecular Biophysics"                                                           
## [3722] "History"                                                                                         
## [3723] "Biostatistics"                                                                                   
## [3724] "College of Information Science and Technology"                                                   
## [3725] "Molecular and computational biology"                                                             
## [3726] "Chemistry"                                                                                       
## [3727] "Chemistry"                                                                                       
## [3728] "Neuroscience"                                                                                    
## [3729] "Immunology and Infectious Disease"                                                               
## [3730] "Comparative Literature"                                                                          
## [3731] "Mathematics"                                                                                     
## [3732] "Economics and Finance"                                                                           
## [3733] "engineering"                                                                                     
## [3734] "Department of Civil and Environmental Engineering"                                               
## [3735] "Mathematics"                                                                                     
## [3736] "Political Science"                                                                               
## [3737] "Chemistry"                                                                                       
## [3738] "Chemistry"                                                                                       
## [3739] "Chemistry"                                                                                       
## [3740] "Sloan School of Management"                                                                      
## [3741] "Chemistry"                                                                                       
## [3742] "Chemistry and Biochemistry"                                                                      
## [3743] "Biology"                                                                                         
## [3744] "Chemistry"                                                                                       
## [3745] "Electrical and System Engineering"                                                               
## [3746] "Ecology and Evolutionary Biology"                                                                
## [3747] "Chemistry"                                                                                       
## [3748] "Chemistry"                                                                                       
## [3749] "Chemistry"                                                                                       
## [3750] "Chemistry"                                                                                       
## [3751] "Chemistry"                                                                                       
## [3752] "Biochemistry"                                                                                    
## [3753] "school of medicine"                                                                              
## [3754] "Chemistry"                                                                                       
## [3755] "Chemistry"                                                                                       
## [3756] "Cell and Molecular Biology"                                                                      
## [3757] "Chemistry"                                                                                       
## [3758] "Computer science"                                                                                
## [3759] "Chemistry and Biochemistry"                                                                      
## [3760] "Chemistry"                                                                                       
## [3761] "PhD Biology"                                                                                     
## [3762] "IPS Literature"                                                                                  
## [3763] "Pharmacology"                                                                                    
## [3764] "Chemistry"                                                                                       
## [3765] "Chemistry"                                                                                       
## [3766] "MD PhD"                                                                                          
## [3767] "Biomedical Sciences"                                                                             
## [3768] "School of Communication"                                                                         
## [3769] "Political Science"                                                                               
## [3770] "Geosciences"                                                                                     
## [3771] "Biology EEOB"                                                                                    
## [3772] "Coastal Engineering"                                                                             
## [3773] "Electrical and Computer Engineering"                                                             
## [3774] "Biomedical Engineering"                                                                          
## [3775] "School of Human Evolution and Social Change Global Health"                                       
## [3776] "Mechanical Engineering"                                                                          
## [3777] "Mechanical Engineering"                                                                          
## [3778] "marketing"                                                                                       
## [3779] "Medicine"                                                                                        
## [3780] "NUIN"                                                                                            
## [3781] "Neuroscience"                                                                                    
## [3782] "Sociology"                                                                                       
## [3783] "physics"                                                                                         
## [3784] "MECHANICAL"                                                                                      
## [3785] ""                                                                                                
## [3786] "Electrical"                                                                                      
## [3787] "Chemistry"                                                                                       
## [3788] "Human Computer Interaction Institute"                                                            
## [3789] "Graduate program"                                                                                
## [3790] "Physics"                                                                                         
## [3791] "political science"                                                                               
## [3792] "Mechanical Engineering"                                                                          
## [3793] "DSCB"                                                                                            
## [3794] "Political Science"                                                                               
## [3795] "Political Science"                                                                               
## [3796] "Materials Science and Engineering PhD"                                                           
## [3797] "Management"                                                                                      
## [3798] "math"                                                                                            
## [3799] "Microbiology and Molecular Genetics"                                                             
## [3800] "Hugh Downs School of Human Communication"                                                        
## [3801] "Disaster Science and Management"                                                                 
## [3802] "Biomedical Sciences"                                                                             
## [3803] "History"                                                                                         
## [3804] "Music"                                                                                           
## [3805] "English"                                                                                         
## [3806] "Chemistry"                                                                                       
## [3807] "Sociology"                                                                                       
## [3808] "Biology"                                                                                         
## [3809] "Geology and Geophysics"                                                                          
## [3810] "Biochemistry"                                                                                    
## [3811] "Forensic Science"                                                                                
## [3812] "Mechanical Engineering"                                                                          
## [3813] "Developmental and Brain Sciences"                                                                
## [3814] "Biomedical Engineering"                                                                          
## [3815] "Political Science"                                                                               
## [3816] "Political Science"                                                                               
## [3817] "Physics"                                                                                         
## [3818] "Biology"                                                                                         
## [3819] "Life Sciences"                                                                                   
## [3820] "materials science"                                                                               
## [3821] "Exercise and Sport Science"                                                                      
## [3822] "Bme"                                                                                             
## [3823] "Music"                                                                                           
## [3824] "Music"                                                                                           
## [3825] "Environmental Health Sciences"                                                                   
## [3826] "Chemical and Petroleum Engineering"                                                              
## [3827] "DGP"                                                                                             
## [3828] "Steinhardt"                                                                                      
## [3829] "Chemistry"                                                                                       
## [3830] "Biomedical Engineering"                                                                          
## [3831] "Mechanical Engineering"                                                                          
## [3832] "Geosciences"                                                                                     
## [3833] "Physics"                                                                                         
## [3834] "American Studies"                                                                                
## [3835] "ECSE"                                                                                            
## [3836] "Computer and Information Science"                                                                
## [3837] "Chemistry"                                                                                       
## [3838] "Chemistry"                                                                                       
## [3839] "Oncological Sciences"                                                                            
## [3840] "Biostatistics"                                                                                   
## [3841] "Comp Biology"                                                                                    
## [3842] "EEOB"                                                                                            
## [3843] "Public Administartion"                                                                           
## [3844] "Political Science"                                                                               
## [3845] "political science"                                                                               
## [3846] "political science"                                                                               
## [3847] "Operations Research"                                                                             
## [3848] "Chemistry"                                                                                       
## [3849] "Sociology"                                                                                       
## [3850] "Neuroscience"                                                                                    
## [3851] "statistics"                                                                                      
## [3852] "Natural Resources and Environment Science"                                                       
## [3853] "Physics"                                                                                         
## [3854] "School of Aquatic and Fishery Sciecnes"                                                          
## [3855] "Haas School of Business"                                                                         
## [3856] "Immunology and Microbial Disease"                                                                
## [3857] "Bloomington"                                                                                     
## [3858] "Biophysics"                                                                                      
## [3859] "Electrical and computer engineering"                                                             
## [3860] "Civil Engineering"                                                                               
## [3861] "School of Public Affairs"                                                                        
## [3862] "School of Public Affairs"                                                                        
## [3863] "Economics"                                                                                       
## [3864] "French and Italian"                                                                              
## [3865] "Business"                                                                                        
## [3866] "Biochemistry"                                                                                    
## [3867] "Mathematics"                                                                                     
## [3868] "Computer Science"                                                                                
## [3869] "Chemistry"                                                                                       
## [3870] "Chemical Engineering"                                                                            
## [3871] "Applied Linguistics"                                                                             
## [3872] "Mechanical Engineering"                                                                          
## [3873] "Electrical Engineering and Computer Science"                                                     
## [3874] "Engineering Education"                                                                           
## [3875] "Chemistry"                                                                                       
## [3876] "Supply Chain"                                                                                    
## [3877] "Accounting"                                                                                      
## [3878] "Accounting"                                                                                      
## [3879] "Accounting"                                                                                      
## [3880] "Engineering"                                                                                     
## [3881] "Chemical engineering"                                                                            
## [3882] "Math"                                                                                            
## [3883] "Aerospace Engineering"                                                                           
## [3884] "Biochemistry"                                                                                    
## [3885] "Materials Engineering"                                                                           
## [3886] "Economics"                                                                                       
## [3887] "English"                                                                                         
## [3888] "Statistics"                                                                                      
## [3889] "management"                                                                                      
## [3890] "Chemical and Biological Engineering"                                                             
## [3891] "Biostatistics"                                                                                   
## [3892] "Biostatistics"                                                                                   
## [3893] "Religion"                                                                                        
## [3894] "Religion"                                                                                        
## [3895] "Chemical Engineering"                                                                            
## [3896] "Economics"                                                                                       
## [3897] "Chemistry"                                                                                       
## [3898] "Physics"                                                                                         
## [3899] "Computing"                                                                                       
## [3900] "Animal Behavior"                                                                                 
## [3901] "Finance"                                                                                         
## [3902] "Mathematics"                                                                                     
## [3903] "engineering"                                                                                     
## [3904] "Linguistics"                                                                                     
## [3905] "Mechanical and Aerospace Engineering"                                                            
## [3906] "Biophysics"                                                                                      
## [3907] "Philosophy"                                                                                      
## [3908] "Planning Policy and Design"                                                                      
## [3909] "Immunobiology"                                                                                   
## [3910] "Chemical and Biological Engineering"                                                             
## [3911] "physics"                                                                                         
## [3912] "Civil and Environmental Engineering"                                                             
## [3913] "Civil and Environmental Engineering"                                                             
## [3914] "biological sciences"                                                                             
## [3915] "biological sciences"                                                                             
## [3916] "civil engineering"                                                                               
## [3917] "Chemistry Biochemistry"                                                                          
## [3918] "Government"                                                                                      
## [3919] "Transatlantic History"                                                                           
## [3920] "Art History"                                                                                     
## [3921] "Molecular Microbiology and Immunology"                                                           
## [3922] "Public Policy"                                                                                   
## [3923] "Public Policy"                                                                                   
## [3924] "Public Policy"                                                                                   
## [3925] "Public Policy"                                                                                   
## [3926] "english"                                                                                         
## [3927] "Program in Biomedical Sciences and Engineering PBSE"                                             
## [3928] "Biochemistry Molecular Cell and Developmental Biology BMCDB"                                     
## [3929] "Program in Molecular and Cellular Biosciences PMCB"                                              
## [3930] "Program in Molecular and Cellular Biosciences PMCB"                                              
## [3931] "Physiology and Developmental Biology"                                                            
## [3932] "Chemical Engineering"                                                                            
## [3933] "Biomedical Engineering"                                                                          
## [3934] "Biomedical Engineering"                                                                          
## [3935] "linguistics"                                                                                     
## [3936] "Experimental Psychology"                                                                         
## [3937] "Cell and Molecular Biology"                                                                      
## [3938] "Quantitative Biology"                                                                            
## [3939] "Epidemiology"                                                                                    
## [3940] "Psychology"                                                                                      
## [3941] "Psychology"                                                                                      
## [3942] "Geospatial Science and Engineering"                                                              
## [3943] "Human Development and Family Studies"                                                            
## [3944] "Economics"                                                                                       
## [3945] "Electrical engineering"                                                                          
## [3946] "Pharmaceutical Sciences PhD Program"                                                             
## [3947] "Pharmaceutical Sciences PhD Program"                                                             
## [3948] "Pharmaceutical Sciences PhD Program"                                                             
## [3949] "Pharmaceutical Sciences PhD Program"                                                             
## [3950] "Pharmaceutical Sciences PhD Program"                                                             
## [3951] "Pharmaceutical Sciences PhD Program"                                                             
## [3952] "Mechanical Engineering"                                                                          
## [3953] "Electrical"                                                                                      
## [3954] "Chemistry"                                                                                       
## [3955] "Electrical and Computer Engineering Department"                                                  
## [3956] "History"                                                                                         
## [3957] "Politics"                                                                                        
## [3958] "Bioengineering"                                                                                  
## [3959] "Chemistry"                                                                                       
## [3960] "History"                                                                                         
## [3961] "Physics and Astronomy"                                                                           
## [3962] "Neuroscience"                                                                                    
## [3963] "Astrophysics and Planetary Science"                                                              
## [3964] "Anthropology"                                                                                    
## [3965] "psychology"                                                                                      
## [3966] "BME"                                                                                             
## [3967] "Earth Systems"                                                                                   
## [3968] "Physical Therapy"                                                                                
## [3969] "Dscb"                                                                                            
## [3970] "SEMTE"                                                                                           
## [3971] "physics"                                                                                         
## [3972] "NUIN"                                                                                            
## [3973] "Botany and plant pathology"                                                                      
## [3974] "Art History"                                                                                     
## [3975] "Language Technologies Institute"                                                                 
## [3976] "Virginia Institute of Marine Science"                                                            
## [3977] "Psychology"                                                                                      
## [3978] "Statistics"                                                                                      
## [3979] "Psychology"                                                                                      
## [3980] "Philosophy"                                                                                      
## [3981] "Chemistrt"                                                                                       
## [3982] "Molecular and Cell Biology"                                                                      
## [3983] "Mathematics and Statistics"                                                                      
## [3984] "Electrical and Computer Engineering"                                                             
## [3985] "Electrical and Computer Engineering"                                                             
## [3986] "Chemistry"                                                                                       
## [3987] "Chemical and Biomolecular Engineering"                                                           
## [3988] "Computer Science"                                                                                
## [3989] "Theology"                                                                                        
## [3990] "Engineering Technology"                                                                          
## [3991] "PhD in Public Policy"                                                                            
## [3992] "Aerospace Engineering"                                                                           
## [3993] "civil engineering"                                                                               
## [3994] "PHARMACEUTICAL SCIENCES"                                                                         
## [3995] "management"                                                                                      
## [3996] "EEOB"                                                                                            
## [3997] "Biochemistry"                                                                                    
## [3998] "Political Science"                                                                               
## [3999] "Economics"                                                                                       
## [4000] "computer science"                                                                                
## [4001] "Psychology"                                                                                      
## [4002] "Mechanical Engineering"                                                                          
## [4003] "Neuroscience"                                                                                    
## [4004] "Social Work"                                                                                     
## [4005] "SNR"                                                                                             
## [4006] "Media and Communications"                                                                        
## [4007] "Philosophy"                                                                                      
## [4008] "Electrical Computer Engineering"                                                                 
## [4009] "Physics"                                                                                         
## [4010] ""                                                                                                
## [4011] "Biological Sciences"                                                                             
## [4012] "Electrical Engineering"                                                                          
## [4013] "Chemistry"                                                                                       
## [4014] "Biology"                                                                                         
## [4015] "Economics"                                                                                       
## [4016] "Economics"                                                                                       
## [4017] "Physics"                                                                                         
## [4018] "Counseling Psychology"                                                                           
## [4019] "PMCB"                                                                                            
## [4020] "Master of Science in Mechanical Engineering"                                                     
## [4021] "Pharmacology"                                                                                    
## [4022] "psychology"                                                                                      
## [4023] "Psychology Industrial Organizational Psychology"                                                 
## [4024] "Psychology"                                                                                      
## [4025] "Chemistry"                                                                                       
## [4026] "Chemistry PhD"                                                                                   
## [4027] "Criminology Law Society PhD"                                                                     
## [4028] "Criminology Law Society"                                                                         
## [4029] "Chemistry PhD"                                                                                   
## [4030] "Philosophy"                                                                                      
## [4031] "Biochemistry and Molecular Biology"                                                              
## [4032] "Sociology"                                                                                       
## [4033] "Sociology"                                                                                       
## [4034] "Sociology"                                                                                       
## [4035] "Genetics"                                                                                        
## [4036] "Mathematics"                                                                                     
## [4037] "Electrical Engineering"                                                                          
## [4038] "Animal Science"                                                                                  
## [4039] "Plant Science"                                                                                   
## [4040] "Biostatistics Bioinformatics"                                                                    
## [4041] "Physics"                                                                                         
## [4042] "Counseling Psychology"                                                                           
## [4043] "Physics"                                                                                         
## [4044] "Psychology"                                                                                      
## [4045] "biostatistics"                                                                                   
## [4046] "EE"                                                                                              
## [4047] "Philosophy PhD"                                                                                  
## [4048] "Gender Studies"                                                                                  
## [4049] "Human development"                                                                               
## [4050] "Atmospheric Sceinces"                                                                            
## [4051] "Physics"                                                                                         
## [4052] "Chemistry"                                                                                       
## [4053] "Chemical Engineering"                                                                            
## [4054] "art history"                                                                                     
## [4055] "Computer Engineering"                                                                            
## [4056] "History"                                                                                         
## [4057] "Psychology"                                                                                      
## [4058] "School Psychology"                                                                               
## [4059] "Business"                                                                                        
## [4060] "Anthropology"                                                                                    
## [4061] "English"                                                                                         
## [4062] "Biochemistry"                                                                                    
## [4063] "Geoscience"                                                                                      
## [4064] "MA in Economics"                                                                                 
## [4065] "Materials Science"                                                                               
## [4066] "Political Science"                                                                               
## [4067] "Political Science"                                                                               
## [4068] "Chemical"                                                                                        
## [4069] "English"                                                                                         
## [4070] "Economics"                                                                                       
## [4071] "Mechanical Engineering"                                                                          
## [4072] "Mechanical Engineering"                                                                          
## [4073] "Mechanical Engineering PhD"                                                                      
## [4074] "Neurosciences"                                                                                   
## [4075] "English"                                                                                         
## [4076] "Bioinformatics and Systems Biology"                                                              
## [4077] "Ocean Science and Engineering"                                                                   
## [4078] "Scripps Institution of Oceanography"                                                             
## [4079] "Harbor Branch Oceanographic Institute"                                                           
## [4080] "English"                                                                                         
## [4081] "Educational Leadership"                                                                          
## [4082] "Ecology"                                                                                         
## [4083] "Physics"                                                                                         
## [4084] "English"                                                                                         
## [4085] "economics"                                                                                       
## [4086] "Psychology"                                                                                      
## [4087] "Business"                                                                                        
## [4088] "Mathematics"                                                                                     
## [4089] "Mathematics"                                                                                     
## [4090] "Computer Science"                                                                                
## [4091] "Philosophy"                                                                                      
## [4092] "Biology Kinesiology"                                                                             
## [4093] "Mathematics"                                                                                     
## [4094] "Management"                                                                                      
## [4095] "History"                                                                                         
## [4096] "MIME"                                                                                            
## [4097] "Political Science"                                                                               
## [4098] "Economics"                                                                                       
## [4099] "Philosophy"                                                                                      
## [4100] "Public Policy"                                                                                   
## [4101] "Nutritional Sciences"                                                                            
## [4102] "Economics"                                                                                       
## [4103] "Molecular Cell Biology"                                                                          
## [4104] "Biomedical Sciences"                                                                             
## [4105] "environmental engineering"                                                                       
## [4106] "Agronomy"                                                                                        
## [4107] "Biomedical Sciences"                                                                             
## [4108] "Public Health"                                                                                   
## [4109] "Neuroscience PhD"                                                                                
## [4110] "History"                                                                                         
## [4111] "Government"                                                                                      
## [4112] "bioinformatics"                                                                                  
## [4113] "EECS"                                                                                            
## [4114] "Biology"                                                                                         
## [4115] "Economics"                                                                                       
## [4116] "Bioinformatics and Systems Biology"                                                              
## [4117] "Biological and Biomedical Sciences"                                                              
## [4118] "Anthropolog"                                                                                     
## [4119] "Music"                                                                                           
## [4120] "Linguistics"                                                                                     
## [4121] "Art History"                                                                                     
## [4122] "business"                                                                                        
## [4123] "Integrated Cellular Molecular and Biomedical Studies"                                            
## [4124] "Bioinformatics"                                                                                  
## [4125] "Film Media and Theatre"                                                                          
## [4126] "Aerospace Engineering"                                                                           
## [4127] "business"                                                                                        
## [4128] "social work"                                                                                     
## [4129] "social work"                                                                                     
## [4130] "Physics"                                                                                         
## [4131] "Physics"                                                                                         
## [4132] "Classical Studies"                                                                               
## [4133] "Molecular Genetics Biochemistry Microbiology"                                                    
## [4134] "Chemistry"                                                                                       
## [4135] "Mechanical Engineering"                                                                          
## [4136] "Health Economics"                                                                                
## [4137] "Annenberg School"                                                                                
## [4138] "Anthropology"                                                                                    
## [4139] "Biosciences"                                                                                     
## [4140] "History"                                                                                         
## [4141] "Computer Science"                                                                                
## [4142] "Economics"                                                                                       
## [4143] "Mathematics"                                                                                     
## [4144] "Physics"                                                                                         
## [4145] "electrical engineering and computer science"                                                     
## [4146] "Neuroscience"                                                                                    
## [4147] "Government"                                                                                      
## [4148] "Chemical and Biomolecular Engineering"                                                           
## [4149] "Chemical and Biomolecular Engineering"                                                           
## [4150] "political science"                                                                               
## [4151] "Computer Science"                                                                                
## [4152] "Chemistry and Biochemistry"                                                                      
## [4153] "Chemistry and Biochemistry"                                                                      
## [4154] "Bioengineering"                                                                                  
## [4155] "public policy"                                                                                   
## [4156] "public policy"                                                                                   
## [4157] "IOMS"                                                                                            
## [4158] "Anthropology"                                                                                    
## [4159] "Development Sociology"                                                                           
## [4160] "Sociology"                                                                                       
## [4161] "Sociology"                                                                                       
## [4162] "MA in English"                                                                                   
## [4163] "Physics"                                                                                         
## [4164] "Biomedical Engineering"                                                                          
## [4165] "Cognitive Science"                                                                               
## [4166] "Programs in Biological and Biomedical Sciences"                                                  
## [4167] "Ocean Engineering"                                                                               
## [4168] "Political Science"                                                                               
## [4169] "Behavior Cognition and Neuroscience"                                                             
## [4170] "finance"                                                                                         
## [4171] "Forestry Environmental Studies"                                                                  
## [4172] "Geography"                                                                                       
## [4173] "Industrial and Systems Engineering"                                                              
## [4174] "Biology"                                                                                         
## [4175] "Pharmaceutical Sciences and Pharmacogenomics"                                                    
## [4176] "Plant Pathology"                                                                                 
## [4177] "Sociology"                                                                                       
## [4178] "Molecular and Cellular Biology"                                                                  
## [4179] "Neuroscience"                                                                                    
## [4180] "Neurobiology PhD"                                                                                
## [4181] "Materials Science"                                                                               
## [4182] "Graduate Biomedical Sciences"                                                                    
## [4183] "Integrative Biology"                                                                             
## [4184] "school of medical sciences"                                                                      
## [4185] "Sociology"                                                                                       
## [4186] "Sociology"                                                                                       
## [4187] "Biomedical Engineering"                                                                          
## [4188] "chemistry"                                                                                       
## [4189] "EECS"                                                                                            
## [4190] "Geography"                                                                                       
## [4191] "Camb"                                                                                            
## [4192] "Forest and Wildlife Ecology"                                                                     
## [4193] "Political science"                                                                               
## [4194] "Sociology"                                                                                       
## [4195] "Sociology"                                                                                       
## [4196] "Quantitative and Computational Biology"                                                          
## [4197] "philanthropy"                                                                                    
## [4198] "Political Science"                                                                               
## [4199] "Mechanical Aerospace Engineering"                                                                
## [4200] "GSBS"                                                                                            
## [4201] "Biology"                                                                                         
## [4202] "Materials Science Engineering"                                                                   
## [4203] "Biomedical Engineering"                                                                          
## [4204] "ECE"                                                                                             
## [4205] "Microbiology and Immunology"                                                                     
## [4206] "Public affairs"                                                                                  
## [4207] "Digital Media"                                                                                   
## [4208] "Eng"                                                                                             
## [4209] "Political Science"                                                                               
## [4210] "Agriculture and Consumer Economics"                                                              
## [4211] "School of Earth and Space Exploration"                                                           
## [4212] "Cell and Developmental Biology"                                                                  
## [4213] "Physics"                                                                                         
## [4214] "Economics"                                                                                       
## [4215] "Art and Archaeology"                                                                             
## [4216] "Bioinformatics and Genomics"                                                                     
## [4217] "Philosophy"                                                                                      
## [4218] "Government"                                                                                      
## [4219] "Political Science"                                                                               
## [4220] "Political Science"                                                                               
## [4221] "English"                                                                                         
## [4222] "Musicology"                                                                                      
## [4223] "Pharmacy"                                                                                        
## [4224] "Earth and Atmospheric Sciences"                                                                  
## [4225] "steinhadt"                                                                                       
## [4226] "American Studies"                                                                                
## [4227] "Materials Science and Engineering PhD Program"                                                   
## [4228] "Management"                                                                                      
## [4229] "Engineering"                                                                                     
## [4230] "Sociology"                                                                                       
## [4231] "Pharmaceutical Sciences"                                                                         
## [4232] "Biosciences"                                                                                     
## [4233] "Ecology"                                                                                         
## [4234] "Neuroscience MCDB"                                                                               
## [4235] "Psychology"                                                                                      
## [4236] "Sociology"                                                                                       
## [4237] "Sociology"                                                                                       
## [4238] "Biological and Biomedical Science"                                                               
## [4239] "aging"                                                                                           
## [4240] "N A"                                                                                             
## [4241] "physics"                                                                                         
## [4242] "Spanish"                                                                                         
## [4243] "Neuro"                                                                                           
## [4244] "Biology"                                                                                         
## [4245] "Biology"                                                                                         
## [4246] "Neuroscience"                                                                                    
## [4247] "Mechanical Engineering"                                                                          
## [4248] "Applied Physics"                                                                                 
## [4249] "Genetics Bioinformatics and Computational Biology"                                               
## [4250] "Photochemical Sciences"                                                                          
## [4251] "Biology"                                                                                         
## [4252] "Biological Sciences"                                                                             
## [4253] "Biology"                                                                                         
## [4254] "Human Factors"                                                                                   
## [4255] "Economics"                                                                                       
## [4256] "biology"                                                                                         
## [4257] "Neuroscience"                                                                                    
## [4258] "Biological Sciences"                                                                             
## [4259] "pharmaceutical sciences"                                                                         
## [4260] "Environmental Engineering"                                                                       
## [4261] "Theology"                                                                                        
## [4262] "Biological Sciences"                                                                             
## [4263] "Translational Biomedical Sciences"                                                               
## [4264] "Applied Mathematics"                                                                             
## [4265] "Cognitive Psychology"                                                                            
## [4266] "Microbiology Molecular Genetics"                                                                 
## [4267] "Public Health PhD"                                                                               
## [4268] "ECE"                                                                                             
## [4269] "Biochemistry molecular biology and biophysics"                                                   
## [4270] "Physics"                                                                                         
## [4271] "Geography ES"                                                                                    
## [4272] "Aerospace Engineering"                                                                           
## [4273] "Physics"                                                                                         
## [4274] "Institute for Neuroscience"                                                                      
## [4275] "Engineering"                                                                                     
## [4276] "Chemical Engineering"                                                                            
## [4277] "Comparative Literature"                                                                          
## [4278] "Psychology Clinical"                                                                             
## [4279] "Philosophy"                                                                                      
## [4280] "Anthropology"                                                                                    
## [4281] "Ecology Evolution and Behaviour"                                                                 
## [4282] "School of Informatics"                                                                           
## [4283] "civil engineering"                                                                               
## [4284] "Biomedical Sciences"                                                                             
## [4285] "English"                                                                                         
## [4286] "Psychology"                                                                                      
## [4287] "Cognitive Neuroscience Admitting Program"                                                        
## [4288] "Psychology"                                                                                      
## [4289] "Neuroscience and behavior"                                                                       
## [4290] "English"                                                                                         
## [4291] "English"                                                                                         
## [4292] "English"                                                                                         
## [4293] "English"                                                                                         
## [4294] "English"                                                                                         
## [4295] "English"                                                                                         
## [4296] "English"                                                                                         
## [4297] "English"                                                                                         
## [4298] "English"                                                                                         
## [4299] "English"                                                                                         
## [4300] "English"                                                                                         
## [4301] "English"                                                                                         
## [4302] "English"                                                                                         
## [4303] "English"                                                                                         
## [4304] "English"                                                                                         
## [4305] "English"                                                                                         
## [4306] "English"                                                                                         
## [4307] "English"                                                                                         
## [4308] "English"                                                                                         
## [4309] "English"                                                                                         
## [4310] "English"                                                                                         
## [4311] "English"                                                                                         
## [4312] "English"                                                                                         
## [4313] "English"                                                                                         
## [4314] "English"                                                                                         
## [4315] "English"                                                                                         
## [4316] "English"                                                                                         
## [4317] "English"                                                                                         
## [4318] "English"                                                                                         
## [4319] "English"                                                                                         
## [4320] "English"                                                                                         
## [4321] "English"                                                                                         
## [4322] "English"                                                                                         
## [4323] "English"                                                                                         
## [4324] "English"                                                                                         
## [4325] "English"                                                                                         
## [4326] "English"                                                                                         
## [4327] "Mathematical and Statistical Sciences"                                                           
## [4328] "Material Science"                                                                                
## [4329] "Mathematics"                                                                                     
## [4330] "Interdisciplinary Program in Neuroscience"                                                       
## [4331] "Biology"                                                                                         
## [4332] "Physics"                                                                                         
## [4333] "computer science"                                                                                
## [4334] "Biological Sciences"                                                                             
## [4335] "Mechanical Engineering"                                                                          
## [4336] "Sociology"                                                                                       
## [4337] "microbiology"                                                                                    
## [4338] "Economics"                                                                                       
## [4339] "MCB"                                                                                             
## [4340] "Medical Physics"                                                                                 
## [4341] "Urban Studies Planning"                                                                          
## [4342] "City Regional Planning"                                                                          
## [4343] "Electrical and Computer Engineering"                                                             
## [4344] "Mechanical Engineering"                                                                          
## [4345] "Science and letters"                                                                             
## [4346] "bioenginnering"                                                                                  
## [4347] "PEP"                                                                                             
## [4348] "History"                                                                                         
## [4349] "Pharmaceutical sciences"                                                                         
## [4350] "Pharmacy Practice Pharmaceutical Sciences"                                                       
## [4351] "Biology"                                                                                         
## [4352] "Physics"                                                                                         
## [4353] "Physics"                                                                                         
## [4354] "Biology"                                                                                         
## [4355] "School of education"                                                                             
## [4356] "Chemistry"                                                                                       
## [4357] "Kinesiology"                                                                                     
## [4358] "Haas Management"                                                                                 
## [4359] "Ross Strategy"                                                                                   
## [4360] "Informatics and Computing"                                                                       
## [4361] "Sociology"                                                                                       
## [4362] "Biomedical Engineering"                                                                          
## [4363] "Microbiology"                                                                                    
## [4364] "Psychology"                                                                                      
## [4365] "Psychology"                                                                                      
## [4366] "Animal Science"                                                                                  
## [4367] "Microbiology"                                                                                    
## [4368] "department of health sciences"                                                                   
## [4369] "Earth sciences"                                                                                  
## [4370] "Computer Science"                                                                                
## [4371] "Pharmacology"                                                                                    
## [4372] "CSE"                                                                                             
## [4373] "Neuroscience"                                                                                    
## [4374] "Cognition and Neuroscience"                                                                      
## [4375] "biology"                                                                                         
## [4376] "David Rockefeller Graduate Program"                                                              
## [4377] "Geography"                                                                                       
## [4378] "Toxicology Cancer Biology"                                                                       
## [4379] "Forestry"                                                                                        
## [4380] "Animal and poultry science"                                                                      
## [4381] "UPGG"                                                                                            
## [4382] "Civil and Environmental Engineering"                                                             
## [4383] "English"                                                                                         
## [4384] "English"                                                                                         
## [4385] "Sociology"                                                                                       
## [4386] "Electrical and Computer Engineering"                                                             
## [4387] "School of medicine"                                                                              
## [4388] "Sociology"                                                                                       
## [4389] "psychology"                                                                                      
## [4390] "Genome Cell and Developmental Biology"                                                           
## [4391] "Ecology"                                                                                         
## [4392] "Psychology"                                                                                      
## [4393] "Molecular Biomedical Sciences"                                                                   
## [4394] "Physics"                                                                                         
## [4395] "Anatomy Neuroimaging"                                                                            
## [4396] "Anatomy Neuroimaging"                                                                            
## [4397] "Anatomy Neuroimaging"                                                                            
## [4398] "Division of Biological and Biomedical Sciences"                                                  
## [4399] "Anthropology"                                                                                    
## [4400] "Anthropology"                                                                                    
## [4401] "Geology"                                                                                         
## [4402] "Population biology ecology and evolution"                                                        
## [4403] "Population biology ecology and evolution"                                                        
## [4404] "Ecology Evolution Behavior"                                                                      
## [4405] "Bioengineering"                                                                                  
## [4406] "Population Biology"                                                                              
## [4407] "Biology"                                                                                         
## [4408] "Biology"                                                                                         
## [4409] "Watson School of Biological Sciences"                                                            
## [4410] "Neuroscience"                                                                                    
## [4411] "Economics"                                                                                       
## [4412] "Ecology and Genetics"                                                                            
## [4413] "Ecology and Genetics"                                                                            
## [4414] "Science and Engineering"                                                                         
## [4415] "Biology"                                                                                         
## [4416] "Art History"                                                                                     
## [4417] "Art History"                                                                                     
## [4418] "Biology"                                                                                         
## [4419] "MCB"                                                                                             
## [4420] "Mathematics"                                                                                     
## [4421] "Mathematics"                                                                                     
## [4422] "Mathematics"                                                                                     
## [4423] "Immunobiology"                                                                                   
## [4424] "Helen Wills Neuroscience"                                                                        
## [4425] "Biology"                                                                                         
## [4426] "Biochemistry and biophysics"                                                                     
## [4427] "Human Centered Computing"                                                                        
## [4428] "Mechanical engineering"                                                                          
## [4429] "Microbiology Doctoral Training Program"                                                          
## [4430] "Earth Environment"                                                                               
## [4431] "Genomics and Bioinformatics"                                                                     
## [4432] "Forest and Conservation Sciences"                                                                
## [4433] "Fish Wildlife and Conservation Biology"                                                          
## [4434] "Biology"                                                                                         
## [4435] "Marine Earth and Atmospheric Sciences"                                                           
## [4436] "Physics"                                                                                         
## [4437] "French and Italian"                                                                              
## [4438] "Electrical engineering"                                                                          
## [4439] "Mathematics"                                                                                     
## [4440] "School of Engineering and Applied Sciences"                                                      
## [4441] "Physics"                                                                                         
## [4442] "MSES"                                                                                            
## [4443] "Earth and Planetary Science"                                                                     
## [4444] "Industrial Engineering and Management Sciences"                                                  
## [4445] "EFB"                                                                                             
## [4446] "Chemistry"                                                                                       
## [4447] "Curriculum Instruction"                                                                          
## [4448] "Mechanical Engineering and Applied Mechanics"                                                    
## [4449] "Biostatistics"                                                                                   
## [4450] "Microbiology"                                                                                    
## [4451] "Microbiology"                                                                                    
## [4452] "Ecosystem Science Sustainability"                                                                
## [4453] "Agroecology"                                                                                     
## [4454] "Mechanical Engineering"                                                                          
## [4455] "Immunology and Microbiology"                                                                     
## [4456] "Biochemistry and Microbiology"                                                                   
## [4457] "Population Health Science"                                                                       
## [4458] "Pharmacology Nutritional Sciences"                                                               
## [4459] "Earth System Science"                                                                            
## [4460] "Oceanography and Coastal Sciences"                                                               
## [4461] "Psychology and neuroscience"                                                                     
## [4462] "Educational Statistics and Research Methods"                                                     
## [4463] "Biological Sciences"                                                                             
## [4464] "Fisheries and Wildlife"                                                                          
## [4465] "Cancer and Cell Biology"                                                                         
## [4466] "Applied Health Science"                                                                          
## [4467] "Psychology"                                                                                      
## [4468] "Intelligent Systems Engineering"                                                                 
## [4469] "Cancer and Cell Biology"                                                                         
## [4470] "School of Computer Science"                                                                      
## [4471] "Applied Health Sciences Health Behavior"                                                         
## [4472] "Applied Health Sciences Health Behavior"                                                         
## [4473] "African American Studies"                                                                        
## [4474] "CMB"                                                                                             
## [4475] "Environmental Health"                                                                            
## [4476] "Neuroscience"                                                                                    
## [4477] "Folklore and Ethnomusicology"                                                                    
## [4478] "Molecular Genetics and Microbiology"                                                             
## [4479] "Computer Science"                                                                                
## [4480] "Geography"                                                                                       
## [4481] "Biochemistry"                                                                                    
## [4482] "Earth and environment"                                                                           
## [4483] "University Program in Genetics and Genomics"                                                     
## [4484] "Atmospheric and Oceanic SCiences"                                                                
## [4485] "Chemistry"                                                                                       
## [4486] "Chemistry"                                                                                       
## [4487] "History"                                                                                         
## [4488] "Ecology"                                                                                         
## [4489] "Plant Biology"                                                                                   
## [4490] "Biophysics"                                                                                      
## [4491] "Chemistry"                                                                                       
## [4492] "Developmental Biology MD PhD"                                                                    
## [4493] "Biology"                                                                                         
## [4494] "Biochemistry"                                                                                    
## [4495] "Computational Medicine and Bioinformatics"                                                       
## [4496] "Psychology"                                                                                      
## [4497] "Department of Language Science and Technology"                                                   
## [4498] "Psychology"                                                                                      
## [4499] "Microbiology"                                                                                    
## [4500] "Evolution ecology and population biology"                                                        
## [4501] "Earth and Planetary Sciences"                                                                    
## [4502] "Earth and Planetary Sciences"                                                                    
## [4503] "Civil engineering"                                                                               
## [4504] "Institute of Medical Psychology"                                                                 
## [4505] "Psychiatry"                                                                                      
## [4506] "Psychology"                                                                                      
## [4507] "Psychology"                                                                                      
## [4508] "Brain and Cognitive Sciences"                                                                    
## [4509] "Oceanography"                                                                                    
## [4510] "Psychology"                                                                                      
## [4511] "Civil Environmental Engineering CEE"                                                             
## [4512] "Psychology"                                                                                      
## [4513] "Psychology"                                                                                      
## [4514] "Neuroscience"                                                                                    
## [4515] "Biomedical Graduate Studies"                                                                     
## [4516] "Geology and Geophysics"                                                                          
## [4517] "Law"                                                                                             
## [4518] "DMCS"                                                                                            
## [4519] "Clinical psychology"                                                                             
## [4520] "Biomedical Engineering"                                                                          
## [4521] "Biology"                                                                                         
## [4522] "Psychology"                                                                                      
## [4523] "Mechanical Engineering"                                                                          
## [4524] "Political Science"                                                                               
## [4525] "Ecology and Evolutionary Biology"                                                                
## [4526] "Anatomy and Cell Biology"                                                                        
## [4527] "Bioinformatics and Computational Biology"                                                        
## [4528] "Plant and Microbial Biology"                                                                     
## [4529] "Chemistry"                                                                                       
## [4530] "Computer Science"                                                                                
## [4531] "Microbiology and Immunology"                                                                     
## [4532] "Kinesiology"                                                                                     
## [4533] "MD PhD"                                                                                          
## [4534] "Microbiology and immunology"                                                                     
## [4535] "Genetics and Genomics"                                                                           
## [4536] "PBSB"                                                                                            
## [4537] "Comparative Human Development"                                                                   
## [4538] "Systems Biology"                                                                                 
## [4539] "Social Work"                                                                                     
## [4540] "Psychology"                                                                                      
## [4541] "Electrical Engineer"                                                                             
## [4542] "Anatomy Physiology and Pharmacology"                                                             
## [4543] "Neurobiology Program in Neuroscience"                                                            
## [4544] "Psychology"                                                                                      
## [4545] "Psychology"                                                                                      
## [4546] "Theoretical computational biophysics"                                                            
## [4547] "Spanish"                                                                                         
## [4548] "Animal science"                                                                                  
## [4549] "Mechanical engineering"                                                                          
## [4550] "Biological Sciences"                                                                             
## [4551] "Speech and Hearing Sciences"                                                                     
## [4552] "IBMG"                                                                                            
## [4553] "Neuroscience"                                                                                    
## [4554] "DBBS"                                                                                            
## [4555] "Anatomy Neurobiology"                                                                            
## [4556] "Genetics"                                                                                        
## [4557] "Entomology"                                                                                      
## [4558] "Biology"                                                                                         
## [4559] "Music"                                                                                           
## [4560] "Neuroscience"                                                                                    
## [4561] "Biomedical Sciences"                                                                             
## [4562] "Architecture"                                                                                    
## [4563] "Eeb"                                                                                             
## [4564] "Biology"                                                                                         
## [4565] "Chemical engineering"                                                                            
## [4566] "History"                                                                                         
## [4567] "Political Science"                                                                               
## [4568] "Clinical Psychology"                                                                             
## [4569] "Physics"                                                                                         
## [4570] "Physics"                                                                                         
## [4571] "Physics"                                                                                         
## [4572] "Physics"                                                                                         
## [4573] "Physics"                                                                                         
## [4574] "Physics"                                                                                         
## [4575] "BMI"                                                                                             
## [4576] "Computer Science and Engineering"                                                                
## [4577] "Computer Science"                                                                                
## [4578] "Physics"                                                                                         
## [4579] "Physics"                                                                                         
## [4580] "Physics"                                                                                         
## [4581] "Physics"                                                                                         
## [4582] "Physics"                                                                                         
## [4583] "Physics"                                                                                         
## [4584] "Physics"                                                                                         
## [4585] "Physics"                                                                                         
## [4586] "Physics"                                                                                         
## [4587] "Physics"                                                                                         
## [4588] "Physics"                                                                                         
## [4589] "Physics"                                                                                         
## [4590] "Physics"                                                                                         
## [4591] "Physics"                                                                                         
## [4592] "Physics"                                                                                         
## [4593] "Physics"                                                                                         
## [4594] "Physics"                                                                                         
## [4595] "Physics"                                                                                         
## [4596] "Physics"                                                                                         
## [4597] "Physics"                                                                                         
## [4598] "Physics"                                                                                         
## [4599] "Physics"                                                                                         
## [4600] "Physics"                                                                                         
## [4601] "Physics"                                                                                         
## [4602] "Physics"                                                                                         
## [4603] "Physics"                                                                                         
## [4604] "Epidemiology PhD"                                                                                
## [4605] "Psycology"                                                                                       
## [4606] "Chemistry"                                                                                       
## [4607] "English"                                                                                         
## [4608] "Business"                                                                                        
## [4609] "English"                                                                                         
## [4610] "math"                                                                                            
## [4611] "mathematics"                                                                                     
## [4612] "Math"                                                                                            
## [4613] "Chemistry"                                                                                       
## [4614] "Chemistry"                                                                                       
## [4615] "Electrical engineering"                                                                          
## [4616] "computer science"                                                                                
## [4617] "Biomedical engineering"                                                                          
## [4618] "Biology"                                                                                         
## [4619] "Biology"                                                                                         
## [4620] "psychology"                                                                                      
## [4621] "psychology"                                                                                      
## [4622] "Engineering"                                                                                     
## [4623] "Applied Social and Health Psychology"                                                            
## [4624] "GSB Economic Analysis and Policy"                                                                
## [4625] "Romance Studies"                                                                                 
## [4626] "Biomedical Sciences"                                                                             
## [4627] "Anthropology"                                                                                    
## [4628] "Physics"                                                                                         
## [4629] "Biostatistics PhD"                                                                               
## [4630] "Biostatistics"                                                                                   
## [4631] "Chemistry"                                                                                       
## [4632] "Biomedical Engineering"                                                                          
## [4633] "Management PhD"                                                                                  
## [4634] "Sociology"                                                                                       
## [4635] "Molecular Genetics Biochemistry and Microbiology"                                                
## [4636] "Sociology"                                                                                       
## [4637] "Chemical Engineering"                                                                            
## [4638] "Biomedical Science and Engineering"                                                              
## [4639] "Sociology"                                                                                       
## [4640] "math"                                                                                            
## [4641] "social work"                                                                                     
## [4642] "Chemistry and Biochemistry"                                                                      
## [4643] "Information and Library Science"                                                                 
## [4644] "Romance Languages and Literatures"                                                               
## [4645] "Spanish"                                                                                         
## [4646] "Chemistry"                                                                                       
## [4647] "French"                                                                                          
## [4648] "French"                                                                                          
## [4649] "Sociology"                                                                                       
## [4650] "Biomedical engineering"                                                                          
## [4651] "History"                                                                                         
## [4652] "College of Health and Human Performance Health Behavior"                                         
## [4653] "Biological Science"                                                                              
## [4654] "Chemistry"                                                                                       
## [4655] "Electrical"                                                                                      
## [4656] "Electrical Engineering"                                                                          
## [4657] "Biomedical Engineering"                                                                          
## [4658] "Political science"                                                                               
## [4659] "Computer Science"                                                                                
## [4660] "Electrical and computer engineering"                                                             
## [4661] "Government"                                                                                      
## [4662] "Political science"                                                                               
## [4663] "Chemistry"                                                                                       
## [4664] "Art History"                                                                                     
## [4665] "Art History"                                                                                     
## [4666] "Psychology"                                                                                      
## [4667] "Psychology"                                                                                      
## [4668] "Sociology"                                                                                       
## [4669] "History"                                                                                         
## [4670] "Psychology"                                                                                      
## [4671] "Anthropology"                                                                                    
## [4672] "Food science"                                                                                    
## [4673] "Government"                                                                                      
## [4674] "Political Science"                                                                               
## [4675] "Earth Environmental Sciences"                                                                    
## [4676] "Political Science"                                                                               
## [4677] "Communication"                                                                                   
## [4678] "Economics"                                                                                       
## [4679] "Education"                                                                                       
## [4680] "Comparative Literature"                                                                          
## [4681] "marketing"                                                                                       
## [4682] "Materials Science and Engineering"                                                               
## [4683] "Political Science"                                                                               
## [4684] "french"                                                                                          
## [4685] "Political Science"                                                                               
## [4686] "Political Science"                                                                               
## [4687] "chemsitry"                                                                                       
## [4688] "Biomedical Graduate STudies"                                                                     
## [4689] "Hajim school of engineering"                                                                     
## [4690] "Plant biology"                                                                                   
## [4691] "Political Science"                                                                               
## [4692] "GDBBS Genetics Molecular Biology"                                                                
## [4693] "GDBBS Genetics Molecular Biology"                                                                
## [4694] "Microbiology and Cell Science"                                                                   
## [4695] "Biophysics"                                                                                      
## [4696] "Chemistry"                                                                                       
## [4697] "FPE"                                                                                             
## [4698] "Mathematics"                                                                                     
## [4699] "Mexhanical Engineering"                                                                          
## [4700] "Program in Biomedical Sciences PiBS"                                                             
## [4701] "political science"                                                                               
## [4702] "Psychology"                                                                                      
## [4703] "sociology"                                                                                       
## [4704] "Political Science"                                                                               
## [4705] "Anthropology"                                                                                    
## [4706] "Chemistry"                                                                                       
## [4707] "Mechanical Engineering"                                                                          
## [4708] "Biomedical Engineering"                                                                          
## [4709] "Human Centered Design and Engineering"                                                           
## [4710] "Art History"                                                                                     
## [4711] "Middle Eastern Studies"                                                                          
## [4712] "history"                                                                                         
## [4713] "history"                                                                                         
## [4714] "Political Science"                                                                               
## [4715] "Political Science"                                                                               
## [4716] "History"                                                                                         
## [4717] "Ahma"                                                                                            
## [4718] "history"                                                                                         
## [4719] "History"                                                                                         
## [4720] "History"                                                                                         
## [4721] "polymer engineering"                                                                             
## [4722] "Biomedical Engineering"                                                                          
## [4723] "English"                                                                                         
## [4724] "Computer Science"                                                                                
## [4725] "Computer Science"                                                                                
## [4726] "Political Science"                                                                               
## [4727] "Entomology and Nematology"                                                                       
## [4728] "Chemistry"                                                                                       
## [4729] "Political Science"                                                                               
## [4730] "Political Science"                                                                               
## [4731] "Political science"                                                                               
## [4732] "Political SCience"                                                                               
## [4733] "CHEMISTRY"                                                                                       
## [4734] "CHEMISTRY"                                                                                       
## [4735] "political science"                                                                               
## [4736] "Sociology"                                                                                       
## [4737] "IGP"                                                                                             
## [4738] "politics"                                                                                        
## [4739] "Biological Sciences"                                                                             
## [4740] "Physics"                                                                                         
## [4741] "physics"                                                                                         
## [4742] "Plant Breeding"                                                                                  
## [4743] "chemistry"                                                                                       
## [4744] "chemistry"                                                                                       
## [4745] "College of Information Studies"                                                                  
## [4746] "IEMS"                                                                                            
## [4747] "Civil Engineering"                                                                               
## [4748] "Geology"                                                                                         
## [4749] "International relations"                                                                         
## [4750] "International relations"                                                                         
## [4751] "Chemistry"                                                                                       
## [4752] "Bioengineering"                                                                                  
## [4753] "French"                                                                                          
## [4754] "Biomedical Sciences"                                                                             
## [4755] "Neurobiology Behavior"                                                                           
## [4756] "Chemistry"                                                                                       
## [4757] "Chemistry"                                                                                       
## [4758] "mechanical engineering"                                                                          
## [4759] "Communication"                                                                                   
## [4760] "Communication"                                                                                   
## [4761] "Biochemisty Biophysics"                                                                          
## [4762] "Biology"                                                                                         
## [4763] "Mathematics"                                                                                     
## [4764] "CEE"                                                                                             
## [4765] "Anthropology"                                                                                    
## [4766] "Materials Science and Engineering"                                                               
## [4767] "Electrical and Computer Engineering"                                                             
## [4768] "Mathematics"                                                                                     
## [4769] "Mathematics"                                                                                     
## [4770] "Psychology"                                                                                      
## [4771] "chemistry"                                                                                       
## [4772] "Ecology and Evolutionary Biology"                                                                
## [4773] "Animal Sciences Breeding and Genetics"                                                           
## [4774] "social work"                                                                                     
## [4775] "Anthropology"                                                                                    
## [4776] "Chemistry Analytical"                                                                            
## [4777] "Chemistry"                                                                                       
## [4778] "Mathematics"                                                                                     
## [4779] "materials"                                                                                       
## [4780] "STEM PhD Programs"                                                                               
## [4781] "pharmacology"                                                                                    
## [4782] "Chemistry"                                                                                       
## [4783] "Art History"                                                                                     
## [4784] "Chemical Engineering"                                                                            
## [4785] "Nursing"                                                                                         
## [4786] "Psychology"                                                                                      
## [4787] "Finance"                                                                                         
## [4788] "Ecology and Evolutionary Biology"                                                                
## [4789] "Kinesiology"                                                                                     
## [4790] "biomedical sciences"                                                                             
## [4791] "Chemical engineering"                                                                            
## [4792] "Bioinformatics Biostatistics"                                                                    
## [4793] "Aerospace Engineering"                                                                           
## [4794] "Sociology"                                                                                       
## [4795] "Mathematics"                                                                                     
## [4796] "Pharmaceutics"                                                                                   
## [4797] "Chemistry"                                                                                       
## [4798] "Managerial economics"                                                                            
## [4799] "Math"                                                                                            
## [4800] "Kinesiology"                                                                                     
## [4801] "Conservation Biology"                                                                            
## [4802] "Sociology"                                                                                       
## [4803] "Education"                                                                                       
## [4804] "Physics"                                                                                         
## [4805] "Mathematics"                                                                                     
## [4806] "Management and Organization"                                                                     
## [4807] "Management and Organization"                                                                     
## [4808] "Chemistry and Biochemistry"                                                                      
## [4809] "Chemistry"                                                                                       
## [4810] "Biology"                                                                                         
## [4811] "stern"                                                                                           
## [4812] "Neuroscience"                                                                                    
## [4813] "Political Science MA"                                                                            
## [4814] "Engineering Mechanics"                                                                           
## [4815] "MD PhD"                                                                                          
## [4816] "Biomedical Engineering"                                                                          
## [4817] "Biomedical Engineering"                                                                          
## [4818] "History"                                                                                         
## [4819] "Computer Science"                                                                                
## [4820] "Nursing"                                                                                         
## [4821] "Medical Scientist Training Program"                                                              
## [4822] "Behavioral Sciences"                                                                             
## [4823] "Mathematics"                                                                                     
## [4824] "Natural Resource Ecology and Management"                                                         
## [4825] "Mechanical Engineering"                                                                          
## [4826] "english"                                                                                         
## [4827] "Neuroscience"                                                                                    
## [4828] "Pharmacology"                                                                                    
## [4829] "Biological Engineering"                                                                          
## [4830] "Electrical and Computer Engineering"                                                             
## [4831] "Poultry Science"                                                                                 
## [4832] "Pharmacology Expeirmental Therapeutics"                                                          
## [4833] "Sociology"                                                                                       
## [4834] "Mechanical and Aerospace Engineering"                                                            
## [4835] "Art history"                                                                                     
## [4836] "Materials Science and Engineering"                                                               
## [4837] "Electrical Engineering"                                                                          
## [4838] "Division of Medical Sciences"                                                                    
## [4839] "isye"                                                                                            
## [4840] "Mathematics"                                                                                     
## [4841] "Biochemistry and Biophysics"                                                                     
## [4842] "Biomedical Graduate Studies Cell and Molecular Biology"                                          
## [4843] "Biomedical Graduate Studies Cell and Molecular Biology"                                          
## [4844] "Department of Plant Sciences"                                                                    
## [4845] "Political Science"                                                                               
## [4846] "Communication and Culture"                                                                       
## [4847] "School of Informatics"                                                                           
## [4848] "Forestry"                                                                                        
## [4849] "chemistry"                                                                                       
## [4850] "Psychology"                                                                                      
## [4851] "Criminology and Criminal Justice"                                                                
## [4852] "Environmental Health and Engineering"                                                            
## [4853] "chemistry"                                                                                       
## [4854] "Entomology"                                                                                      
## [4855] "Theater and Performance Studies"                                                                 
## [4856] "American Studies"                                                                                
## [4857] "Psychology"                                                                                      
## [4858] "PhD in Business"                                                                                 
## [4859] "Physics"                                                                                         
## [4860] "Mechanical engineering"                                                                          
## [4861] "Physics"                                                                                         
## [4862] "Biology"                                                                                         
## [4863] "Astronomy"                                                                                       
## [4864] "CS"                                                                                              
## [4865] "Mathematics"                                                                                     
## [4866] "Mathematics"                                                                                     
## [4867] "Bioinformatics and Systems Biology"                                                              
## [4868] "Physics"                                                                                         
## [4869] "engineering education"                                                                           
## [4870] "School of Earth and Space Exploration"                                                           
## [4871] "Mathematics"                                                                                     
## [4872] "SESE"                                                                                            
## [4873] "Entomology"                                                                                      
## [4874] "School of Earth and Space Exploration"                                                           
## [4875] "geography planning spatially integrated socila science"                                          
## [4876] "English"                                                                                         
## [4877] "neuro"                                                                                           
## [4878] "school of languages and cultures"                                                                
## [4879] "Geography"                                                                                       
## [4880] "Astronomy"                                                                                       
## [4881] "Chemical engineeeing"                                                                            
## [4882] "Religion"                                                                                        
## [4883] "Religion"                                                                                        
## [4884] "Sociology"                                                                                       
## [4885] "civil engineering"                                                                               
## [4886] "Civil Engineering"                                                                               
## [4887] "chemical engineering"                                                                            
## [4888] "Finance"                                                                                         
## [4889] "School of Public Health"                                                                         
## [4890] "CADS"                                                                                            
## [4891] "quantitative and systems biology"                                                                
## [4892] "Instructional Design Technology"                                                                 
## [4893] "Aerospace Engineering"                                                                           
## [4894] "Department of Biology"                                                                           
## [4895] "Physics PhD"                                                                                     
## [4896] "English Creative Writing"                                                                        
## [4897] "Mathematics and Statistics"                                                                      
## [4898] "Mathematics"                                                                                     
## [4899] "English"                                                                                         
## [4900] "APS"                                                                                             
## [4901] "APS"                                                                                             
## [4902] "APS"                                                                                             
## [4903] "Neuroscience Inistitute"                                                                         
## [4904] "Chemical engineering"                                                                            
## [4905] "Material Science And Engineering"                                                                
## [4906] "Biomedical Engineering"                                                                          
## [4907] "School of Medicine"                                                                              
## [4908] "Biomedical Engineering"                                                                          
## [4909] "data science"                                                                                    
## [4910] "Computer science"                                                                                
## [4911] "Astrophysics"                                                                                    
## [4912] "biochemistry"                                                                                    
## [4913] "IBMS"                                                                                            
## [4914] "Computer Science Engineering"                                                                    
## [4915] "FARSCOPE CDT"                                                                                    
## [4916] "Horticulture"                                                                                    
## [4917] "political sceince"                                                                               
## [4918] "Communication and Rhetorical Studies"                                                            
## [4919] "Biology"                                                                                         
## [4920] "Economics"                                                                                       
## [4921] "Biology"                                                                                         
## [4922] "English"                                                                                         
## [4923] "Near Eastern Languages and Civilizations"                                                        
## [4924] "MAE"                                                                                             
## [4925] "Civil Engineering"                                                                               
## [4926] "Computer Engineering"                                                                            
## [4927] "Biomedical Engineering"                                                                          
## [4928] "Mechanical and Materials Engineering"                                                            
## [4929] "Integrative Anatomy Program"                                                                     
## [4930] "Integrative Anatomy Program"                                                                     
## [4931] "English"                                                                                         
## [4932] "DGP"                                                                                             
## [4933] "DGP"                                                                                             
## [4934] "Mechanical Engineering"                                                                          
## [4935] "Entomology"                                                                                      
## [4936] "Chemical and Biomolecular Engineering"                                                           
## [4937] "Kinesiology"                                                                                     
## [4938] "Chemical Engineering"                                                                            
## [4939] "business"                                                                                        
## [4940] "Sociology"                                                                                       
## [4941] "Spanish"                                                                                         
## [4942] "Spanish"                                                                                         
## [4943] "Spanish"                                                                                         
## [4944] "Computer Science"                                                                                
## [4945] "Cellular and Molecular Physiology"                                                               
## [4946] "Booth"                                                                                           
## [4947] "GPIBS"                                                                                           
## [4948] "petroleum"                                                                                       
## [4949] "Electrical Engineering"                                                                          
## [4950] "Chemical and Biomolecular Engineering"                                                           
## [4951] "Chemistry"                                                                                       
## [4952] "Pharmaceutical science"                                                                          
## [4953] "Biomedical Engineering"                                                                          
## [4954] "Physics"                                                                                         
## [4955] "Information Science"                                                                             
## [4956] "math"                                                                                            
## [4957] "Economics"                                                                                       
## [4958] "English"                                                                                         
## [4959] "Communication"                                                                                   
## [4960] "Geology"                                                                                         
## [4961] "Biological sciences"                                                                             
## [4962] "Psychological Sciences"                                                                          
## [4963] "economics"                                                                                       
## [4964] "Chemistry"                                                                                       
## [4965] "BES"                                                                                             
## [4966] "Electrical and Computer Engineering"                                                             
## [4967] "Forestry Natural Resources"                                                                      
## [4968] "Mathematics PhD"                                                                                 
## [4969] "criminal justice"                                                                                
## [4970] "Physiology and Cell Biology"                                                                     
## [4971] "Geology"                                                                                         
## [4972] "Sociology"                                                                                       
## [4973] "Communication sciences and disorders"                                                            
## [4974] "Plant Pathology"                                                                                 
## [4975] "Teaching Learning PhD"                                                                           
## [4976] "Information technology"                                                                          
## [4977] "BBS"                                                                                             
## [4978] "Management"                                                                                      
## [4979] "Mechanical and Aerospace Engineering"                                                            
## [4980] "Earth Science"                                                                                   
## [4981] "Psychology"                                                                                      
## [4982] "Molecular Biology and Genetics MBG"                                                              
## [4983] "International Health"                                                                            
## [4984] "International Health"                                                                            
## [4985] "Film and Media Studies"                                                                          
## [4986] "Philosophy"                                                                                      
## [4987] "Chemical Biology"                                                                                
## [4988] "Music"                                                                                           
## [4989] "ILS"                                                                                             
## [4990] "Physics"                                                                                         
## [4991] "german"                                                                                          
## [4992] "English"                                                                                         
## [4993] "Biomedical"                                                                                      
## [4994] "Chemistry"                                                                                       
## [4995] "Educational Neuroscience"                                                                        
## [4996] "Educational Neuroscience"                                                                        
## [4997] "Educational Neuroscience"                                                                        
## [4998] "History"                                                                                         
## [4999] "Engineering"                                                                                     
## [5000] "School of Education"                                                                             
## [5001] "Nutrition"                                                                                       
## [5002] "Statistics"                                                                                      
## [5003] "Mathematics"                                                                                     
## [5004] "Mechanical Engineering"                                                                          
## [5005] "Psychology BCS"                                                                                  
## [5006] "Environmental and Forest Biology"                                                                
## [5007] "Environmental Dynamics"                                                                          
## [5008] "Mathematics"                                                                                     
## [5009] "Mechanical engineering"                                                                          
## [5010] "Biochemistry"                                                                                    
## [5011] "Computer Science"                                                                                
## [5012] "Bioengineering"                                                                                  
## [5013] "Cultural Studies"                                                                                
## [5014] "Mathematics"                                                                                     
## [5015] "Faculty of Forestry"                                                                             
## [5016] "Industrial Engineering"                                                                          
## [5017] "Industrial Engineering"                                                                          
## [5018] "Political Science"                                                                               
## [5019] "Psychology"                                                                                      
## [5020] "History"                                                                                         
## [5021] "Psychology"                                                                                      
## [5022] "Chemical and Biological Engineering"                                                             
## [5023] "Chemical Engineering"                                                                            
## [5024] "Biomedical Engineering"                                                                          
## [5025] "Education Policy"                                                                                
## [5026] "MSTP"                                                                                            
## [5027] "Wildlife and Fisheries Biology"                                                                  
## [5028] "Chemistry"                                                                                       
## [5029] "Chemical Engineering"                                                                            
## [5030] "Psychology"                                                                                      
## [5031] "computer science"                                                                                
## [5032] "Criminal Justice"                                                                                
## [5033] "business analytics"                                                                              
## [5034] "statistics"                                                                                      
## [5035] "SEAS CIS"                                                                                        
## [5036] "chemistry"                                                                                       
## [5037] "Biochemistry"                                                                                    
## [5038] "PhD Epidemiology Public Health"                                                                  
## [5039] "Chemistry"                                                                                       
## [5040] "Mammalian Genetics"                                                                              
## [5041] "Engineering"                                                                                     
## [5042] "Musicology"                                                                                      
## [5043] "English"                                                                                         
## [5044] "Physics"                                                                                         
## [5045] "CSCE Ph D"                                                                                       
## [5046] "Neuroscience"                                                                                    
## [5047] "BIMS"                                                                                            
## [5048] "Sociology"                                                                                       
## [5049] "Sociology"                                                                                       
## [5050] "English"                                                                                         
## [5051] "computer science and engineering"                                                                
## [5052] "Earth and space science"                                                                         
## [5053] "Classics"                                                                                        
## [5054] "School of Information Studies"                                                                   
## [5055] "Childhood Studies"                                                                               
## [5056] "Mathematics"                                                                                     
## [5057] "English Speech and Foreign Languages"                                                            
## [5058] "Theatre Dance and Performance Studies"                                                           
## [5059] "Communicatin Studies"                                                                            
## [5060] "computer science"                                                                                
## [5061] "Cancer Biology"                                                                                  
## [5062] "Biology"                                                                                         
## [5063] "Biology"                                                                                         
## [5064] "Biomedical engineering"                                                                          
## [5065] "Program in Chemical Biology"                                                                     
## [5066] "Economics"                                                                                       
## [5067] "Anthropology"                                                                                    
## [5068] "Physics"                                                                                         
## [5069] "Aerospace Engineering"                                                                           
## [5070] "Molecular Biology"                                                                               
## [5071] "Engineering Civil Engineering"                                                                   
## [5072] "Computer Science"                                                                                
## [5073] "Physics"                                                                                         
## [5074] "Business"                                                                                        
## [5075] "hajim school of engineering"                                                                     
## [5076] "mathematics"                                                                                     
## [5077] "Economics"                                                                                       
## [5078] "bioengineering"                                                                                  
## [5079] "Mechanical Engineering"                                                                          
## [5080] "Psychology"                                                                                      
## [5081] "Psychology"                                                                                      
## [5082] "Civil Engineering"                                                                               
## [5083] "Political Science"                                                                               
## [5084] "OleMiss"                                                                                         
## [5085] "Medicinal Chemistry"                                                                             
## [5086] "Life science"                                                                                    
## [5087] "Physics"                                                                                         
## [5088] "medicinal chemistry"                                                                             
## [5089] "medicinal chemistry"                                                                             
## [5090] "medicinal chemistry"                                                                             
## [5091] "medicinal chemistry"                                                                             
## [5092] "medicinal chemistry"                                                                             
## [5093] "Biostatistics School of Public Health"                                                           
## [5094] "Department of Chemistry"                                                                         
## [5095] "Mechanical Engineering"                                                                          
## [5096] "computer science"                                                                                
## [5097] "Biology"                                                                                         
## [5098] "Higher Education Management M Ed"                                                                
## [5099] "Plant and Soil Science"                                                                          
## [5100] "Computer Science"                                                                                
## [5101] "Biomedical Engineering"                                                                          
## [5102] "Psychology"                                                                                      
## [5103] "Physiology"                                                                                      
## [5104] "Ecology Evolutionary Biology"                                                                    
## [5105] "management information systems"                                                                  
## [5106] "Economics"                                                                                       
## [5107] "Applied Math"                                                                                    
## [5108] "Public Health"                                                                                   
## [5109] "Chemistry"                                                                                       
## [5110] "Biomedical Sciences"                                                                             
## [5111] "physics"                                                                                         
## [5112] "Biomedical Sciences"                                                                             
## [5113] "Chemistry and Biochemistry"                                                                      
## [5114] "Linguistics"                                                                                     
## [5115] "linguistics"                                                                                     
## [5116] "Psychology"                                                                                      
## [5117] "Mechanical"                                                                                      
## [5118] "Physics"                                                                                         
## [5119] "Bioengineering"                                                                                  
## [5120] "SEMTE"                                                                                           
## [5121] "Biomedical Sciences"                                                                             
## [5122] "social work"                                                                                     
## [5123] "Molecular Microbiology and Immunology"                                                           
## [5124] "Chemistry"                                                                                       
## [5125] "Anthropology"                                                                                    
## [5126] "Integrated Plant and Soil Science"                                                               
## [5127] "Computer Science"                                                                                
## [5128] "department of wildlife"                                                                          
## [5129] "Art history"                                                                                     
## [5130] "English"                                                                                         
## [5131] "English Literature"                                                                              
## [5132] "Molecular Cell Biology Genetics and Developmental"                                               
## [5133] "Mechanical engineering"                                                                          
## [5134] "Mechanical engineering"                                                                          
## [5135] "molecular biology"                                                                               
## [5136] "Germanic Languages and Literatures"                                                              
## [5137] "chemistry"                                                                                       
## [5138] "Earth Science"                                                                                   
## [5139] "blank"                                                                                           
## [5140] "AME Bioengineering"                                                                              
## [5141] "Immunobiology"                                                                                   
## [5142] "Cell and Molecular Biology"                                                                      
## [5143] "MEDICINE"                                                                                        
## [5144] "Business"                                                                                        
## [5145] "Genetics and Genomic Sciences"                                                                   
## [5146] "Sociology"                                                                                       
## [5147] "biostatistics"                                                                                   
## [5148] "Chemistry"                                                                                       
## [5149] "Environmental Engineering"                                                                       
## [5150] "Molecular and Cell Biology"                                                                      
## [5151] "Psychology"                                                                                      
## [5152] "Political Science"                                                                               
## [5153] "chemistry"                                                                                       
## [5154] "Sociology"                                                                                       
## [5155] "Animal Science"                                                                                  
## [5156] "Biology"                                                                                         
## [5157] "Clinical Psychology"                                                                             
## [5158] "Neuroscience"                                                                                    
## [5159] "Physics"                                                                                         
## [5160] "Committee on the Study of Religion"                                                              
## [5161] "East Asian Languages and Literatures"                                                            
## [5162] "Pharmacology"                                                                                    
## [5163] "Policy"                                                                                          
## [5164] "Biology"                                                                                         
## [5165] "Communication"                                                                                   
## [5166] "CS"                                                                                              
## [5167] "Institute for Biomedical Sciences"                                                               
## [5168] "MB B"                                                                                            
## [5169] "Biology of Aging"                                                                                
## [5170] "American and New England Studies"                                                                
## [5171] "Chemical engineering"                                                                            
## [5172] "Electrical Engineering"                                                                          
## [5173] "School of Engineering and Applied Sciences SEAS"                                                 
## [5174] "Psychology"                                                                                      
## [5175] "EAPS"                                                                                            
## [5176] "Chemistry"                                                                                       
## [5177] "Psychology"                                                                                      
## [5178] "Chemistry"                                                                                       
## [5179] "Biology"                                                                                         
## [5180] "Neuroscience"                                                                                    
## [5181] "Psychology"                                                                                      
## [5182] "Biology"                                                                                         
## [5183] "Materials Science and Engineering"                                                               
## [5184] "biology"                                                                                         
## [5185] "Pharmacology"                                                                                    
## [5186] "Neuroscience"                                                                                    
## [5187] "Biomedical Engineering"                                                                          
## [5188] "Chemistry"                                                                                       
## [5189] "ECE"                                                                                             
## [5190] "mechanical engineering"                                                                          
## [5191] "Physics"                                                                                         
## [5192] "Health Aminstration"                                                                             
## [5193] "Biostatistics"                                                                                   
## [5194] "Biology"                                                                                         
## [5195] "Microbiology and Immunology"                                                                     
## [5196] "Civil Engineering"                                                                               
## [5197] "Chemistry"                                                                                       
## [5198] "Atmospheric Sciences"                                                                            
## [5199] "Physics"                                                                                         
## [5200] "Biology"                                                                                         
## [5201] "CS"                                                                                              
## [5202] "Electrical Engineering"                                                                          
## [5203] "Chemistry"                                                                                       
## [5204] "Rehabilitation Sciences"                                                                         
## [5205] "Interior Design"                                                                                 
## [5206] "Geology and geophysics"                                                                          
## [5207] "BME"                                                                                             
## [5208] "Civil Engineering"                                                                               
## [5209] "Microbiology"                                                                                    
## [5210] "Biochemistry"                                                                                    
## [5211] "Bsd"                                                                                             
## [5212] "Mechanical"                                                                                      
## [5213] "Pharmacology"                                                                                    
## [5214] "biomedical"                                                                                      
## [5215] "Theatre Performance Studies"                                                                     
## [5216] "Mechanical Engineering"                                                                          
## [5217] "Mechanical Engineering"                                                                          
## [5218] "computer science"                                                                                
## [5219] "Public Administration"                                                                           
## [5220] "Chemistry"                                                                                       
## [5221] "Chemistry"                                                                                       
## [5222] "Economics"                                                                                       
## [5223] "Physics"                                                                                         
## [5224] "Civil PhD"                                                                                       
## [5225] "Chemical and Biomolecular Engineering"                                                           
## [5226] "engineering"                                                                                     
## [5227] "Biology"                                                                                         
## [5228] "Civil Engineering"                                                                               
## [5229] "Construction Engineering and Management"                                                         
## [5230] "Electrical Engineering and Computer Science"                                                     
## [5231] "Materials Science"                                                                               
## [5232] "Sociology"                                                                                       
## [5233] "Psychology"                                                                                      
## [5234] "Computer Science"                                                                                
## [5235] "Geological Sciences"                                                                             
## [5236] "Chemistry"                                                                                       
## [5237] "Materials Science and Engineering"                                                               
## [5238] "Electrical and electronics"                                                                      
## [5239] "Electrical engineering"                                                                          
## [5240] "PhD pharmaceutics"                                                                               
## [5241] "Mechanical Engineering"                                                                          
## [5242] "Civil Engineering"                                                                               
## [5243] "Chemistry and Biochemistry"                                                                      
## [5244] "Bioengineering"                                                                                  
## [5245] "Urban and Public Affairs"                                                                        
## [5246] "Anthropology"                                                                                    
## [5247] "Molecular and Human Genetics"                                                                    
## [5248] "Biomedical Engineering"                                                                          
## [5249] "Chemistry"                                                                                       
## [5250] "Department of Molecular Biosciences"                                                             
## [5251] "College of Arts Sciences"                                                                        
## [5252] "Sociology"                                                                                       
## [5253] "Chemical and Biological Engineering"                                                             
## [5254] "Bioinformatics"                                                                                  
## [5255] "Chemistry"                                                                                       
## [5256] "Psychology"                                                                                      
## [5257] "Psychology"                                                                                      
## [5258] "Biology"                                                                                         
## [5259] "EES"                                                                                             
## [5260] "Biology MCD"                                                                                     
## [5261] "Pharmacology"                                                                                    
## [5262] "psychology"                                                                                      
## [5263] "Psychology"                                                                                      
## [5264] "Biophysical Sciences"                                                                            
## [5265] "Physics and Astronomy"                                                                           
## [5266] "Biology"                                                                                         
## [5267] "Human and Statistical Genetics"                                                                  
## [5268] "Chemistry PhD student"                                                                           
## [5269] "Chemistry"                                                                                       
## [5270] "LINGUISTICS"                                                                                     
## [5271] "English"                                                                                         
## [5272] "Aerospace Program"                                                                               
## [5273] "Computer Science"                                                                                
## [5274] "Biology"                                                                                         
## [5275] "Mechanical and Aerospace Engineering Biophysics"                                                 
## [5276] "English"                                                                                         
## [5277] "English"                                                                                         
## [5278] "Biological Science"                                                                              
## [5279] "Physics"                                                                                         
## [5280] "School of Public Health"                                                                         
## [5281] "Anthropology"                                                                                    
## [5282] "Art History"                                                                                     
## [5283] "Chemical Engineering"                                                                            
## [5284] "Theology"                                                                                        
## [5285] "French Studies"                                                                                  
## [5286] "Anthropology"                                                                                    
## [5287] "Psychology"                                                                                      
## [5288] "Biology"                                                                                         
## [5289] "Musicology"                                                                                      
## [5290] "Statistics"                                                                                      
## [5291] "Biochemistry"                                                                                    
## [5292] "Kinesiology"                                                                                     
## [5293] "Physics"                                                                                         
## [5294] "Biophysics"                                                                                      
## [5295] "Biophysics"                                                                                      
## [5296] "BME"                                                                                             
## [5297] "Physics"                                                                                         
## [5298] "Chemistry"                                                                                       
## [5299] "History"                                                                                         
## [5300] "Child Study and Human Development"                                                               
## [5301] "Sociology"                                                                                       
## [5302] "Psychology"                                                                                      
## [5303] "Biomedical sciences"                                                                             
## [5304] "Earth and Environmental Sciences"                                                                
## [5305] "Antropology"                                                                                     
## [5306] "Programs in Biological Sciences"                                                                 
## [5307] "Bioengineering"                                                                                  
## [5308] "Epidemiology"                                                                                    
## [5309] "Atmospheric and Environmental Sciences"                                                          
## [5310] "Environmental engineering"                                                                       
## [5311] "American Studies"                                                                                
## [5312] "Pathology Biomedicine PhD Albert Einstein College of Medicine"                                   
## [5313] "Electrical Engineering"                                                                          
## [5314] "physics"                                                                                         
## [5315] "Comp"                                                                                            
## [5316] "Neuroscience"                                                                                    
## [5317] "Neuroscience"                                                                                    
## [5318] "Mathematics"                                                                                     
## [5319] "Psychology"                                                                                      
## [5320] "Neuroscience"                                                                                    
## [5321] "Materials Design and Innovation"                                                                 
## [5322] "Neuroscience"                                                                                    
## [5323] "chemistry"                                                                                       
## [5324] "Finance"                                                                                         
## [5325] "Soil and Crop Sciences"                                                                          
## [5326] "Political Science"                                                                               
## [5327] "Political Science"                                                                               
## [5328] "CGPH"                                                                                            
## [5329] "Biostatistics"                                                                                   
## [5330] "Biomedical Engineering"                                                                          
## [5331] "PBSB"                                                                                            
## [5332] "Electrical Engineering"                                                                          
## [5333] "chemistry"                                                                                       
## [5334] "Computer Science"                                                                                
## [5335] "statistics"                                                                                      
## [5336] "College of Education Counseling Psychology"                                                      
## [5337] "Psychology"                                                                                      
## [5338] "Sociology"                                                                                       
## [5339] "Machine Learning"                                                                                
## [5340] "Nutrition and Health Sciences"                                                                   
## [5341] "Engineering Mechanics"                                                                           
## [5342] "Government Political Science"                                                                    
## [5343] "Biomedical Engineering"                                                                          
## [5344] "Biochemistry Biophysics"                                                                         
## [5345] "Applied Physics"                                                                                 
## [5346] "Medieval Institute"                                                                              
## [5347] "Comparative Literature"                                                                          
## [5348] "Mathematics"                                                                                     
## [5349] "Biomedical Engineering"                                                                          
## [5350] "Political Science"                                                                               
## [5351] "Anthropology"                                                                                    
## [5352] "Mathematics"                                                                                     
## [5353] "Applied Mathematics"                                                                             
## [5354] "Computer Science"                                                                                
## [5355] "chem bio"                                                                                        
## [5356] "Chemistry and Biochemistry"                                                                      
## [5357] "Chemistry"                                                                                       
## [5358] "Electrical Engineering"                                                                          
## [5359] "Energy Science and Engineering"                                                                  
## [5360] "English"                                                                                         
## [5361] "Statistics"                                                                                      
## [5362] "English"                                                                                         
## [5363] "Sociology"                                                                                       
## [5364] "Sociology"                                                                                       
## [5365] "Sociology"                                                                                       
## [5366] "Computer Science"                                                                                
## [5367] "Math"                                                                                            
## [5368] "English"                                                                                         
## [5369] "Physics"                                                                                         
## [5370] "Sociology"                                                                                       
## [5371] "Sociology"                                                                                       
## [5372] "College of Communications"                                                                       
## [5373] "MEAS"                                                                                            
## [5374] "engineering"                                                                                     
## [5375] "Chemical Engineering"                                                                            
## [5376] "Chemical Engineering"                                                                            
## [5377] "Chemical Engineering"                                                                            
## [5378] "Finance"                                                                                         
## [5379] "Finance"                                                                                         
## [5380] "Mechanical Engineering"                                                                          
## [5381] "Fulbright Student award"                                                                         
## [5382] "Learning Sciences"                                                                               
## [5383] "Aeronautics and Astronautics"                                                                    
## [5384] "OM Business School"                                                                              
## [5385] "ece"                                                                                             
## [5386] "Education"                                                                                       
## [5387] "Education"                                                                                       
## [5388] "economics"                                                                                       
## [5389] "Biomedical Engineering"                                                                          
## [5390] "Biochemistry"                                                                                    
## [5391] "Mechanical Engineering"                                                                          
## [5392] "Mechanical Engineering"                                                                          
## [5393] "Psychology"                                                                                      
## [5394] "Political Science"                                                                               
## [5395] "Political Science"                                                                               
## [5396] "Political Science"                                                                               
## [5397] "Political Science"                                                                               
## [5398] "Linguistics"                                                                                     
## [5399] "Chemistry and Chemical Biology"                                                                  
## [5400] "pharmacy"                                                                                        
## [5401] "Statistics"                                                                                      
## [5402] "Statistics"                                                                                      
## [5403] "Mathematics"                                                                                     
## [5404] "Biology"                                                                                         
## [5405] "Biomedical Engineering"                                                                          
## [5406] "Civil and environmental engineering"                                                             
## [5407] "dentist"                                                                                         
## [5408] "Mechanical and Aerospace"                                                                        
## [5409] "Biological and Biomedical Sciences"                                                              
## [5410] "English"                                                                                         
## [5411] "Math"                                                                                            
## [5412] "Economics"                                                                                       
## [5413] "polisci"                                                                                         
## [5414] "Physics"                                                                                         
## [5415] "Aerospace Engineering"                                                                           
## [5416] "Chemical Engineering"                                                                            
## [5417] "Chemical Engineering"                                                                            
## [5418] "Chemical Engineering"                                                                            
## [5419] "Bioengineering"                                                                                  
## [5420] "Immunology and microbial pathogenesis"                                                           
## [5421] "Engineering"                                                                                     
## [5422] "Sociology"                                                                                       
## [5423] "Neuroscience"                                                                                    
## [5424] "Classics"                                                                                        
## [5425] "Scripps"                                                                                         
## [5426] "Health Sciences"                                                                                 
## [5427] "CHBE"                                                                                            
## [5428] "EECS"                                                                                            
## [5429] "English"                                                                                         
## [5430] "Biomedical Engineering"                                                                          
## [5431] "Mechanical Engineering"                                                                          
## [5432] "Chemical and Biological Engineering"                                                             
## [5433] "Bioengineering"                                                                                  
## [5434] "dept of design housing and apparel"                                                              
## [5435] "Information Science"                                                                             
## [5436] "Chemistry"                                                                                       
## [5437] "Earth Science"                                                                                   
## [5438] "Geology"                                                                                         
## [5439] "Geosciences"                                                                                     
## [5440] "Graduate school of biomedical sciences"                                                          
## [5441] "Physics Astronomy"                                                                               
## [5442] "Philosophy"                                                                                      
## [5443] "Animal Science"                                                                                  
## [5444] "Operations Information and Decisions"                                                            
## [5445] "history"                                                                                         
## [5446] "Chemical Engineering"                                                                            
## [5447] "political science"                                                                               
## [5448] "Chemical Biology"                                                                                
## [5449] "Biotechnology"                                                                                   
## [5450] "School Psychology"                                                                               
## [5451] "Child Study Human Development"                                                                   
## [5452] "Health Behavior Health Promotion"                                                                
## [5453] "English"                                                                                         
## [5454] "English"                                                                                         
## [5455] "English"                                                                                         
## [5456] "Geological Sciences"                                                                             
## [5457] "Sport Management Ph D"                                                                           
## [5458] "Economics"                                                                                       
## [5459] "Economics"                                                                                       
## [5460] "Ceri"                                                                                            
## [5461] "Medical Physics"                                                                                 
## [5462] "psychology"                                                                                      
## [5463] "Linguistics"                                                                                     
## [5464] "Epidemiology"                                                                                    
## [5465] "Anthropology"                                                                                    
## [5466] "Computer Science"                                                                                
## [5467] "Chemistry"                                                                                       
## [5468] "Counseling Psychology"                                                                           
## [5469] "Biomedical Engineering"                                                                          
## [5470] "Chemical Engineering"                                                                            
## [5471] "Biomedical Engineering"                                                                          
## [5472] "Chemistry"                                                                                       
## [5473] "Political Science"                                                                               
## [5474] "Economics"                                                                                       
## [5475] "History"                                                                                         
## [5476] "Computer Science"                                                                                
## [5477] "Health"                                                                                          
## [5478] "Psychological Brain Sciences"                                                                    
## [5479] "Biomedical Engineering"                                                                          
## [5480] "Political Science"                                                                               
## [5481] "ECE"                                                                                             
## [5482] "Physiology"                                                                                      
## [5483] "Biology"                                                                                         
## [5484] "ISM Heinz College"                                                                               
## [5485] "neuroscience and cognitive science"                                                              
## [5486] "chemistry"                                                                                       
## [5487] "History"                                                                                         
## [5488] "Marketing"                                                                                       
## [5489] "Journalism"                                                                                      
## [5490] "Population biology"                                                                              
## [5491] "materials science"                                                                               
## [5492] "Ece"                                                                                             
## [5493] "Anthropology"                                                                                    
## [5494] "Tri Institutional Program in Computational Biology and Medicine"                                 
## [5495] "Social Work"                                                                                     
## [5496] "Social Work"                                                                                     
## [5497] "Social Work"                                                                                     
## [5498] "biological sciences"                                                                             
## [5499] "City planning"                                                                                   
## [5500] "Electrical Engineering"                                                                          
## [5501] "Biomedical Engineering"                                                                          
## [5502] "Complex Biosystems"                                                                              
## [5503] "English"                                                                                         
## [5504] "Materials Science and Engineering"                                                               
## [5505] "Energy Science and Engineering"                                                                  
## [5506] "Civil Engineering"                                                                               
## [5507] "Biomedical sciences"                                                                             
## [5508] "Economics"                                                                                       
## [5509] "School of Engineegin Ceramic Engineering"                                                        
## [5510] "GPS"                                                                                             
## [5511] "All departments"                                                                                 
## [5512] "Criminal justice"                                                                                
## [5513] "Biochemistry and Biophysics"                                                                     
## [5514] "English"                                                                                         
## [5515] "English"                                                                                         
## [5516] "Mechanical Engineering"                                                                          
## [5517] "mechanical"                                                                                      
## [5518] "Human Development and Family Science"                                                            
## [5519] "Anthropology M A"                                                                                
## [5520] "Statistics"                                                                                      
## [5521] "Middle East African South Asian Studies"                                                         
## [5522] "Bioengineering"                                                                                  
## [5523] "Biomedical Engineering"                                                                          
## [5524] "Geology"                                                                                         
## [5525] "Economics"                                                                                       
## [5526] "MCGD"                                                                                            
## [5527] "Political Science"                                                                               
## [5528] "Architecture"                                                                                    
## [5529] "Health Policy Management"                                                                        
## [5530] "Geochemistry"                                                                                    
## [5531] "Public Health"                                                                                   
## [5532] "Linguistics"                                                                                     
## [5533] "Political Science"                                                                               
## [5534] "Classics"                                                                                        
## [5535] "economics"                                                                                       
## [5536] "Neuroscience"                                                                                    
## [5537] "Economics"                                                                                       
## [5538] "English"                                                                                         
## [5539] "History"                                                                                         
## [5540] "American Culture"                                                                                
## [5541] "Philosophy"                                                                                      
## [5542] "mechanical eng"                                                                                  
## [5543] "Biology"                                                                                         
## [5544] "Biomedical Engineering"                                                                          
## [5545] "Biomedical Sciences"                                                                             
## [5546] "Biomedical Engineering"                                                                          
## [5547] "Bioengineering"                                                                                  
## [5548] "Immunology"                                                                                      
## [5549] "Immunology"                                                                                      
## [5550] "Immunology"                                                                                      
## [5551] "Immunology"                                                                                      
## [5552] "Mathematics statistics"                                                                          
## [5553] "Chemistry"                                                                                       
## [5554] "Chemistry"                                                                                       
## [5555] "Government"                                                                                      
## [5556] "Kinesiology"                                                                                     
## [5557] "industrial engineering"                                                                          
## [5558] "Physics"                                                                                         
## [5559] "Philosophy"                                                                                      
## [5560] "Business School"                                                                                 
## [5561] "English"                                                                                         
## [5562] "Psychology"                                                                                      
## [5563] "Political Science"                                                                               
## [5564] "Political Science"                                                                               
## [5565] "English"                                                                                         
## [5566] "Epidemiology"                                                                                    
## [5567] "Biology"                                                                                         
## [5568] "Chemistry"                                                                                       
## [5569] "Chemistry"                                                                                       
## [5570] "Chemistry"                                                                                       
## [5571] "Petroleum engineering"                                                                           
## [5572] "Computer Science"                                                                                
## [5573] "economics"                                                                                       
## [5574] "Immunology"                                                                                      
## [5575] "Psychology"                                                                                      
## [5576] "Theology"                                                                                        
## [5577] "Biomedical Science"                                                                              
## [5578] "FES"                                                                                             
## [5579] "Chemical Engineering"                                                                            
## [5580] "Geography"                                                                                       
## [5581] "Geological Sciences"                                                                             
## [5582] "Philosophy"                                                                                      
## [5583] "Chemistry"                                                                                       
## [5584] "Sociology"                                                                                       
## [5585] "Political Science"                                                                               
## [5586] "school psychology"                                                                               
## [5587] "Evolution Ecology and Organismal Biology"                                                        
## [5588] "Biomedical Science"                                                                              
## [5589] "Business"                                                                                        
## [5590] "psychology"                                                                                      
## [5591] "Earth Sciences"                                                                                  
## [5592] "Political Science"                                                                               
## [5593] "Education"                                                                                       
## [5594] "Plant Soil Sciences"                                                                             
## [5595] "iSchool"                                                                                         
## [5596] "Mathematics"                                                                                     
## [5597] "Political Science"                                                                               
## [5598] "statistics"                                                                                      
## [5599] "Linguistics"                                                                                     
## [5600] "Chemistry"                                                                                       
## [5601] "Chemistry"                                                                                       
## [5602] "Chemistry"                                                                                       
## [5603] "Comparative Biosciences"                                                                         
## [5604] "Statistics"                                                                                      
## [5605] "Sociology"                                                                                       
## [5606] "Biochemistry"                                                                                    
## [5607] "Sociology"                                                                                       
## [5608] "Computer Science"                                                                                
## [5609] "Electrical and Computer Engineering"                                                             
## [5610] "Media"                                                                                           
## [5611] "SEAS"                                                                                            
## [5612] "Aerospace Engineering"                                                                           
## [5613] "Compatative biosciemces"                                                                         
## [5614] "English"                                                                                         
## [5615] "Communication"                                                                                   
## [5616] "Information Science"                                                                             
## [5617] "Sociology"                                                                                       
## [5618] "English"                                                                                         
## [5619] "Psychology Experimental"                                                                         
## [5620] "Polymers and Materials"                                                                          
## [5621] "earth and planetary science"                                                                     
## [5622] "management"                                                                                      
## [5623] "Material Science"                                                                                
## [5624] "psychology and neuroscience"                                                                     
## [5625] "ECE"                                                                                             
## [5626] "ECE"                                                                                             
## [5627] "Electrical"                                                                                      
## [5628] "Industrial Engineering"                                                                          
## [5629] "Artificial intelligence"                                                                         
## [5630] "Statistics"                                                                                      
## [5631] "CEE"                                                                                             
## [5632] "Mechanical Engineering"                                                                          
## [5633] "Mechanical Engineering"                                                                          
## [5634] "Geology and Geophysics"                                                                          
## [5635] "italian"                                                                                         
## [5636] "italian"                                                                                         
## [5637] "Pharmaceutical Chemistry"                                                                        
## [5638] "ECE"                                                                                             
## [5639] "Electrical and Computer Engineering"                                                             
## [5640] "Electrical and Computer Engineering"                                                             
## [5641] "Developmental Psychology"                                                                        
## [5642] "Biology"                                                                                         
## [5643] "computer science"                                                                                
## [5644] "English"                                                                                         
## [5645] "GDBBS"                                                                                           
## [5646] "Anthropology"                                                                                    
## [5647] "Near Eastern Languages and Civilizations"                                                        
## [5648] "Pharmacology"                                                                                    
## [5649] "Physics"                                                                                         
## [5650] "Physics"                                                                                         
## [5651] "Electrical Engineering"                                                                          
## [5652] "Pharmacology and Toxicology"                                                                     
## [5653] "ILS"                                                                                             
## [5654] "ILS"                                                                                             
## [5655] "Counseling Psychology"                                                                           
## [5656] "Chemistry"                                                                                       
## [5657] "Electrical and Computer Engineering"                                                             
## [5658] "Biomedical Engineering"                                                                          
## [5659] "Chemistry"                                                                                       
## [5660] "biomedical engineering"                                                                          
## [5661] "Political Science"                                                                               
## [5662] "comparative literature"                                                                          
## [5663] "Psychology"                                                                                      
## [5664] "Engineering"                                                                                     
## [5665] "Political Science"                                                                               
## [5666] "Biomedical Engineering"                                                                          
## [5667] "interdisciplinary biomedical sciences"                                                           
## [5668] "Statistics"                                                                                      
## [5669] "Hellenic Studies"                                                                                
## [5670] "Materials Science"                                                                               
## [5671] "Anthropology"                                                                                    
## [5672] "Department of Statistics"                                                                        
## [5673] "Communication"                                                                                   
## [5674] "Nuclear Engineering"                                                                             
## [5675] "Anthropology"                                                                                    
## [5676] "Applied Mathematics"                                                                             
## [5677] "linguistics"                                                                                     
## [5678] "Sociology"                                                                                       
## [5679] "History"                                                                                         
## [5680] "Political Science"                                                                               
## [5681] "Political Science"                                                                               
## [5682] "Political Science"                                                                               
## [5683] "Political Science"                                                                               
## [5684] "English"                                                                                         
## [5685] "Electrical Engineering"                                                                          
## [5686] "Chemical Engineering"                                                                            
## [5687] "Government"                                                                                      
## [5688] "Jewish Studies"                                                                                  
## [5689] "Nuclear Science Engineering"                                                                     
## [5690] "College of Public Health"                                                                        
## [5691] "computer science"                                                                                
## [5692] "Statistics"                                                                                      
## [5693] "cell"                                                                                            
## [5694] "SEAS"                                                                                            
## [5695] "Business Management PhD"                                                                         
## [5696] "Mathematics"                                                                                     
## [5697] "Political Science"                                                                               
## [5698] "Clinical Psychology"                                                                             
## [5699] "Biologocal and Biomedical Sciences"                                                              
## [5700] "Olin Business School"                                                                            
## [5701] "Biology"                                                                                         
## [5702] "Materials Science Engineering"                                                                   
## [5703] "Biostatistics"                                                                                   
## [5704] "Computer Science"                                                                                
## [5705] "Agricultural Economics"                                                                          
## [5706] "American Studies"                                                                                
## [5707] "Cancer Biology"                                                                                  
## [5708] "Cancer Biology"                                                                                  
## [5709] "Materials Science and Engineering"                                                               
## [5710] "Pharmaceutical"                                                                                  
## [5711] "Philosophy"                                                                                      
## [5712] "Chemistry and Biochemistry"                                                                      
## [5713] "Materials Science and Engineering"                                                               
## [5714] "Computer Science"                                                                                
## [5715] "Philosophy"                                                                                      
## [5716] "Psychology"                                                                                      
## [5717] "Chemical Engineering"                                                                            
## [5718] "Kinesiology and Health Science"                                                                  
## [5719] "English"                                                                                         
## [5720] "psychology"                                                                                      
## [5721] "computer science"                                                                                
## [5722] "Sociology"                                                                                       
## [5723] "Cinema Media Studies"                                                                            
## [5724] "IMPRS MSc Molecular Biology"                                                                     
## [5725] "Materials Science and Engineering"                                                               
## [5726] "Materials Science and Engineering"                                                               
## [5727] "Materials Science and Engineering"                                                               
## [5728] "Materials Science and Engineering"                                                               
## [5729] "Electrical Engineering"                                                                          
## [5730] "department of poultry science"                                                                   
## [5731] "Chemistry"                                                                                       
## [5732] "Electrical and Computer Engineering"                                                             
## [5733] "Materials Science and Engineering"                                                               
## [5734] "Mechanical and Aerospace Engineering"                                                            
## [5735] "Biomedical Engineering"                                                                          
## [5736] "Bioengineering"                                                                                  
## [5737] "Finance"                                                                                         
## [5738] "Chemical Biomolecular Engineering"                                                               
## [5739] "biomedical engineering"                                                                          
## [5740] "Biostatistics"                                                                                   
## [5741] "Government"                                                                                      
## [5742] "Public Affairs"                                                                                  
## [5743] "Economics"                                                                                       
## [5744] "Biology"                                                                                         
## [5745] "Booth"                                                                                           
## [5746] "Political Science"                                                                               
## [5747] "SEAS"                                                                                            
## [5748] "Chemical"                                                                                        
## [5749] "Biophysics"                                                                                      
## [5750] "Curriculum in Toxicology"                                                                        
## [5751] "applied mathematics and statistics"                                                              
## [5752] "History"                                                                                         
## [5753] "Oncological Sciences"                                                                            
## [5754] "Biology"                                                                                         
## [5755] "English"                                                                                         
## [5756] "Polymer Science and Engineering"                                                                 
## [5757] "Criminal Justice"                                                                                
## [5758] "Political Science"                                                                               
## [5759] "Management Phd"                                                                                  
## [5760] "Chemical engineering"                                                                            
## [5761] "Ecology"                                                                                         
## [5762] "Administrative Leadership"                                                                       
## [5763] "Chemistry"                                                                                       
## [5764] "Chemistry"                                                                                       
## [5765] "Medieval Institute"                                                                              
## [5766] "Biomedical Engineering"                                                                          
## [5767] "Psychology"                                                                                      
## [5768] "Molecular biology"                                                                               
## [5769] "chemical physics"                                                                                
## [5770] "Psychology"                                                                                      
## [5771] "Psychology"                                                                                      
## [5772] "Veterinary preventive medicine"                                                                  
## [5773] "Computer Science"                                                                                
## [5774] "Biomedical and Chemical Engineering"                                                             
## [5775] "Cellular and Molecular Biology"                                                                  
## [5776] "Microbiology and Immunology"                                                                     
## [5777] "Genetics and Molecular Biology"                                                                  
## [5778] "science"                                                                                         
## [5779] "Mechanical"                                                                                      
## [5780] "Computer Science"                                                                                
## [5781] "Rehabilitation Sciences"                                                                         
## [5782] "Chemical engineering"                                                                            
## [5783] "Oral Health Science"                                                                             
## [5784] "c"                                                                                               
## [5785] "chemistry"                                                                                       
## [5786] "Chemistry"                                                                                       
## [5787] "Computer Engineering"                                                                            
## [5788] "Civil Engineering"                                                                               
## [5789] "Bme"                                                                                             
## [5790] "Statistics"                                                                                      
## [5791] "IBS"                                                                                             
## [5792] "Health Sciences"                                                                                 
## [5793] "University Counseling Center"                                                                    
## [5794] "Physics and Astronomy"                                                                           
## [5795] "Biochemistry"                                                                                    
## [5796] "Mechanical Engineering"                                                                          
## [5797] "Gender and Women's Studies"                                                                      
## [5798] "Civil Engineering"                                                                               
## [5799] "Forestry"                                                                                        
## [5800] "Chemistry"                                                                                       
## [5801] "College of Pharmacy"                                                                             
## [5802] "Electrical And Computer Engineering"                                                             
## [5803] "Plant Pathology"                                                                                 
## [5804] "Political Science"                                                                               
## [5805] "Chemistry"                                                                                       
## [5806] "Chemistry"                                                                                       
## [5807] "Hispanic Studies"                                                                                
## [5808] "College of Pharmacy"                                                                             
## [5809] "Economics"                                                                                       
## [5810] "Plant Pathology"                                                                                 
## [5811] "Communication"                                                                                   
## [5812] "Political Science"                                                                               
## [5813] "Pharmaceutical Sciences"                                                                         
## [5814] "Music"                                                                                           
## [5815] "Biology"                                                                                         
## [5816] "Pharmacology"                                                                                    
## [5817] "Geophysical Sciences"                                                                            
## [5818] "Bioinformatics"                                                                                  
## [5819] "Psychology"                                                                                      
## [5820] "Information Science"                                                                             
## [5821] "Physiology and Pharmacology"                                                                     
## [5822] "Chemistry"                                                                                       
## [5823] "Mechanical Engineering"                                                                          
## [5824] "Electrical and Computer Engineering"                                                             
## [5825] "Animal and Food Sciences"                                                                        
## [5826] "Agricultural and Biosystems Engineering"                                                         
## [5827] "Biosystems and Agricultural Engineering"                                                         
## [5828] "Doctoral"                                                                                        
## [5829] "english"                                                                                         
## [5830] "Biomolecular Science School of Pharmacy"                                                         
## [5831] "English"                                                                                         
## [5832] "Electrical and Computer Engineering"                                                             
## [5833] "Biology"                                                                                         
## [5834] "Biology"                                                                                         
## [5835] "Entomology"                                                                                      
## [5836] "Entomology"                                                                                      
## [5837] "English"                                                                                         
## [5838] "Entomology"                                                                                      
## [5839] "African American Studies"                                                                        
## [5840] "Mathematics"                                                                                     
## [5841] "Physics"                                                                                         
## [5842] "physics"                                                                                         
## [5843] "Mathematics"                                                                                     
## [5844] "Public Health Environmental Health Sciences"                                                     
## [5845] "Public Health Environmental Health Sciences"                                                     
## [5846] "Educational Psychology"                                                                          
## [5847] "Philosophy"                                                                                      
## [5848] "Criminal Justice"                                                                                
## [5849] "Chemistry"                                                                                       
## [5850] "Urban Education"                                                                                 
## [5851] "Fine art"                                                                                        
## [5852] "Animal and Food Science"                                                                         
## [5853] "Animal and Food Sciences"                                                                        
## [5854] "Biology EEB"                                                                                     
## [5855] "Animal and Food Sciences"                                                                        
## [5856] "English"                                                                                         
## [5857] "Anthropology"                                                                                    
## [5858] "Political Science"                                                                               
## [5859] "Human Genetics"                                                                                  
## [5860] "Department of Religion"                                                                          
## [5861] "English"                                                                                         
## [5862] "Sociology"                                                                                       
## [5863] "Political Science"                                                                               
## [5864] "English Creative Writing"                                                                        
## [5865] "Computer and Information Science and Engineering"                                                
## [5866] "Physics"                                                                                         
## [5867] "English"                                                                                         
## [5868] "Chemical Engineering"                                                                            
## [5869] "computer Science"                                                                                
## [5870] "Pharmaceutical Sciences"                                                                         
## [5871] "Genetics"                                                                                        
## [5872] "Music"                                                                                           
## [5873] "Biological and Biomedical Sciences"                                                              
## [5874] "Mechanical Engineering"                                                                          
## [5875] "Computer Science"                                                                                
## [5876] "Computer Science"                                                                                
## [5877] "Economics"                                                                                       
## [5878] "Clinical Medicine Cancer Immunology"                                                             
## [5879] "engineering"                                                                                     
## [5880] "Molecular and Developmental Biology"                                                             
## [5881] "History"                                                                                         
## [5882] "Political science PhD"                                                                           
## [5883] "MEMS"                                                                                            
## [5884] "Mathematics"                                                                                     
## [5885] "Education"                                                                                       
## [5886] "Gerontology"                                                                                     
## [5887] "Computer science"                                                                                
## [5888] "Communication"                                                                                   
## [5889] "Transformative Learning"                                                                         
## [5890] "Electrical Engineering"                                                                          
## [5891] "Mathematics"                                                                                     
## [5892] "Chemistry"                                                                                       
## [5893] "school psychology"                                                                               
## [5894] "School of Biological Sciences Biology Bioinformatics Quantitative Biosciences Applied Physiology"
## [5895] "Environmental Health"                                                                            
## [5896] "Mathematics"                                                                                     
## [5897] "Entomology"                                                                                      
## [5898] "ECS"                                                                                             
## [5899] "Aerospace Engineering"                                                                           
## [5900] "Aerospace Engineering"                                                                           
## [5901] "Education"                                                                                       
## [5902] "Mathematics"                                                                                     
## [5903] "Mathematics"                                                                                     
## [5904] "Nursing"                                                                                         
## [5905] "Electrical Engineering"                                                                          
## [5906] "Forestry"                                                                                        
## [5907] "Biochemistry"                                                                                    
## [5908] "Animal and Food Sciences"                                                                        
## [5909] "Political Science"                                                                               
## [5910] "Political Science"                                                                               
## [5911] "Earth Sciences"                                                                                  
## [5912] "Ecology"                                                                                         
## [5913] "Ecology"                                                                                         
## [5914] "French Studies"                                                                                  
## [5915] "molecular biology"                                                                               
## [5916] "Chemistry"                                                                                       
## [5917] "Neurobiology"                                                                                    
## [5918] "School of Global Inclusion and Social Development"                                               
## [5919] "sociology"                                                                                       
## [5920] "department of medical sciences"                                                                  
## [5921] "Geography"                                                                                       
## [5922] "Civil Engineering"                                                                               
## [5923] "English"                                                                                         
## [5924] "English"                                                                                         
## [5925] "English"                                                                                         
## [5926] "English"                                                                                         
## [5927] "English"                                                                                         
## [5928] "Bioinformatics"                                                                                  
## [5929] "Chemistry"                                                                                       
## [5930] "SEAS"                                                                                            
## [5931] "Psychological and Brain Sciences"                                                                
## [5932] "Civil and Urban Engineering"                                                                     
## [5933] "chemistry"                                                                                       
## [5934] "Business"                                                                                        
## [5935] "Management"                                                                                      
## [5936] "Sociology"                                                                                       
## [5937] "mechanical engineering"                                                                          
## [5938] "Center for Molecular and Behavioral Neuroscience"                                                
## [5939] "BMEd"                                                                                            
## [5940] "ARL Walker"                                                                                      
## [5941] "history of art"                                                                                  
## [5942] "Business"                                                                                        
## [5943] "Bioscience PhD Programs"                                                                         
## [5944] "English"                                                                                         
## [5945] "Statistics"                                                                                      
## [5946] "Computer"                                                                                        
## [5947] "Electrical and computer engineering"                                                             
## [5948] "BBSP"                                                                                            
## [5949] "Comparative Studies in Literature and Culture"                                                   
## [5950] "Political Science"                                                                               
## [5951] "Slavic"                                                                                          
## [5952] "NGP"                                                                                             
## [5953] "Finance"                                                                                         
## [5954] "Economics"                                                                                       
## [5955] "College of Engineering"                                                                          
## [5956] "Marketing"                                                                                       
## [5957] "neuroscience"                                                                                    
## [5958] "Neuroscience"                                                                                    
## [5959] "Math"                                                                                            
## [5960] "Mathematics"                                                                                     
## [5961] "Mathematics"                                                                                     
## [5962] "Mathematics"                                                                                     
## [5963] "Mathematics"                                                                                     
## [5964] "Mathematics"                                                                                     
## [5965] "MECHANICAL"                                                                                      
## [5966] "natural science"                                                                                 
## [5967] "physics"                                                                                         
## [5968] "Computer Science"                                                                                
## [5969] "Sociology"                                                                                       
## [5970] "Religious Studies"                                                                               
## [5971] "Mechanical Engineering"                                                                          
## [5972] "Materials science and engineering"                                                               
## [5973] "political science"                                                                               
## [5974] "biotech"                                                                                         
## [5975] "Soil and Water Science"                                                                          
## [5976] "ICES"                                                                                            
## [5977] "Biology"                                                                                         
## [5978] "English"                                                                                         
## [5979] "biochemistry and molecular biology"                                                              
## [5980] "Biological and Biomedical Sciences"                                                              
## [5981] "Biochemistry Molecular and Structural Biology"                                                   
## [5982] "Business"                                                                                        
## [5983] "Electrical"                                                                                      
## [5984] "Biomedical Sciences"                                                                             
## [5985] "Immunology"                                                                                      
## [5986] "Sociology"                                                                                       
## [5987] "English"                                                                                         
## [5988] "Computer SCience"                                                                                
## [5989] "New England and American Studies Program"                                                        
## [5990] "Basic Biomedical Sciences"                                                                       
## [5991] "School of Information"                                                                           
## [5992] "Education"                                                                                       
## [5993] "Biology"                                                                                         
## [5994] "English"                                                                                         
## [5995] "Marketing Business"                                                                              
## [5996] "Fox school of Business"                                                                          
## [5997] "English"                                                                                         
## [5998] "biology"                                                                                         
## [5999] "Biological Sciences"                                                                             
## [6000] "Biology Ecology Evolution and Organismal Biology"                                                
## [6001] "Economics PHD"                                                                                   
## [6002] "chemical"                                                                                        
## [6003] "Digital media"                                                                                   
## [6004] "mechanical engineering"                                                                          
## [6005] "Immunology and Microbiology"                                                                     
## [6006] "Statistics"                                                                                      
## [6007] "Life Science"                                                                                    
## [6008] "Accounting"                                                                                      
## [6009] "TBMH"                                                                                            
## [6010] "Computer Science and Engineering"                                                                
## [6011] "Translational Science"                                                                           
## [6012] "NEUROSCIENCE"                                                                                    
## [6013] "Political Science"                                                                               
## [6014] "Aademic Affairs"                                                                                 
## [6015] "aeroastro"                                                                                       
## [6016] "biomedcal engineering"                                                                           
## [6017] "Cell Biology Physiology"                                                                         
## [6018] "Neuroscience"                                                                                    
## [6019] "Pharmacology"                                                                                    
## [6020] "Genetics and Molecular Biology"                                                                  
## [6021] "Nanoscale Engineering"                                                                           
## [6022] "Keck School of Medicine"                                                                         
## [6023] "Food Science"                                                                                    
## [6024] "Mechanical Engineering"                                                                          
## [6025] "Computer Science"                                                                                
## [6026] "Sociology"                                                                                       
## [6027] "Philosophy"                                                                                      
## [6028] "Environmental Health Sciences"                                                                   
## [6029] "Economics"                                                                                       
## [6030] "Computer Science"                                                                                
## [6031] "Bioengineering"                                                                                  
## [6032] "Biomedical Engineering"                                                                          
## [6033] "Industrial Engineering"                                                                          
## [6034] "Biophysics"                                                                                      
## [6035] "Math"                                                                                            
## [6036] "Microbiology"                                                                                    
## [6037] "School of science and technology"                                                                
## [6038] "business administration"                                                                         
## [6039] "Civil and Environmental Engineering"                                                             
## [6040] "Physics"                                                                                         
## [6041] "Literature"                                                                                      
## [6042] "History"                                                                                         
## [6043] "Neuroscience"                                                                                    
## [6044] "English"                                                                                         
## [6045] "biology"                                                                                         
## [6046] "PhD in Pastoral Theology"                                                                        
## [6047] "PhD in Pastoral Theology"                                                                        
## [6048] "Crop Sciences"                                                                                   
## [6049] "Crop Science"                                                                                    
## [6050] "Entomology"                                                                                      
## [6051] "Biological Sciences Graduate Program"                                                            
## [6052] "Microbiology and Immunology"                                                                     
## [6053] "Theology"                                                                                        
## [6054] "Civil engineering"                                                                               
## [6055] "Entomology"                                                                                      
## [6056] "Economics"                                                                                       
## [6057] "Zoology"                                                                                         
## [6058] "Phd"                                                                                             
## [6059] "Phd"                                                                                             
## [6060] "Biology"                                                                                         
## [6061] "Geography"                                                                                       
## [6062] "Pharmacology"                                                                                    
## [6063] "Educational Leadershop"                                                                          
## [6064] "Chemistry"                                                                                       
## [6065] "biomedical science"                                                                              
## [6066] "Geosciences"                                                                                     
## [6067] "Geological Atmospheric Sciences"                                                                 
## [6068] "Leeds School of Business"                                                                        
## [6069] "Civil engineering"                                                                               
## [6070] "Biomedical Engineering"                                                                          
## [6071] "Neuroscience NGP"                                                                                
## [6072] "Psychology"                                                                                      
## [6073] "Environment Society"                                                                             
## [6074] "Watershed Sciences"                                                                              
## [6075] "Economics"                                                                                       
## [6076] "Biology"                                                                                         
## [6077] "Comparative Literature French"                                                                   
## [6078] "Biological Sciences"                                                                             
## [6079] "Electrical Engineering"                                                                          
## [6080] "biomedical engineering"                                                                          
## [6081] "STEM"                                                                                            
## [6082] "Computer Science"                                                                                
## [6083] "Bioinformatics"                                                                                  
## [6084] "Sociology"                                                                                       
## [6085] "Molecular Genetics"                                                                              
## [6086] "Biology"                                                                                         
## [6087] "Chemistry"                                                                                       
## [6088] "Animal Science"                                                                                  
## [6089] "Soils Plant and Insects"                                                                         
## [6090] "biology"                                                                                         
## [6091] "Chemical engineering"                                                                            
## [6092] "Microbiology and Environmental toxiciology"                                                      
## [6093] "CNAP"                                                                                            
## [6094] "Media and Journalism"                                                                            
## [6095] "Neuroscience"                                                                                    
## [6096] "Medical Sciences"                                                                                
## [6097] "Civil Engineering"                                                                               
## [6098] "Pharmacology"                                                                                    
## [6099] "Medical Physics"                                                                                 
## [6100] "pathology microbiology and immunology"                                                           
## [6101] "Neuroscience Graduate Program"                                                                   
## [6102] "DMS"                                                                                             
## [6103] "Cell and Developmental Biology"                                                                  
## [6104] "Biology"                                                                                         
## [6105] "Physiology"                                                                                      
## [6106] "Neurobiology and Anatomy Neuroscience"                                                           
## [6107] "Foods and Nutrition"                                                                             
## [6108] "MD PhD Program"                                                                                  
## [6109] "Chemistry"                                                                                       
## [6110] "Bioengineering"                                                                                  
## [6111] "Chemistry"                                                                                       
## [6112] "Aerospace"                                                                                       
## [6113] "Molecular and Integrative Physiology PhD"                                                        
## [6114] "English"                                                                                         
## [6115] "Microbiology mmunology"                                                                          
## [6116] "Pharmacology"                                                                                    
## [6117] "Microbiology and Immunology"                                                                     
## [6118] "Chemistry"                                                                                       
## [6119] "Medical Campus"                                                                                  
## [6120] "TETRAD"                                                                                          
## [6121] "Sackler"                                                                                         
## [6122] "School Psychology"                                                                               
## [6123] "Genetics"                                                                                        
## [6124] "Pharmacology Toxicology"                                                                         
## [6125] "Chemistry"                                                                                       
## [6126] "Biology"                                                                                         
## [6127] "Biochemistry"                                                                                    
## [6128] "Pharmacology"                                                                                    
## [6129] "Pharmacology"                                                                                    
## [6130] "Microbiology and Immunology"                                                                     
## [6131] "Horticulture"                                                                                    
## [6132] "Biology"                                                                                         
## [6133] "Biology"                                                                                         
## [6134] "Chemistry"                                                                                       
## [6135] "Bioengineering"                                                                                  
## [6136] "Physiology"                                                                                      
## [6137] "MNPC"                                                                                            
## [6138] "Physiological Sciences"                                                                          
## [6139] "Chemical and Biomolecular Engineering"                                                           
## [6140] "Psychology"                                                                                      
## [6141] "Neuroscience"                                                                                    
## [6142] "Biology"                                                                                         
## [6143] "School of Science and Technology"                                                                
## [6144] "Pathology BIMS"                                                                                  
## [6145] "Micab"                                                                                           
## [6146] "Molecular Microbiology and Immunology"                                                           
## [6147] "Cognitive Sciences"                                                                              
## [6148] "Biomedical Sciences"                                                                             
## [6149] "Biology"                                                                                         
## [6150] "Biology"                                                                                         
## [6151] "Chemistry"                                                                                       
## [6152] "Cell and Developmental Biology College of Graduate Studies"                                      
## [6153] "Biology and Biomedical Sciences"                                                                 
## [6154] "Biochemistry"                                                                                    
## [6155] "MSTP"                                                                                            
## [6156] "Genome Sciences"                                                                                 
## [6157] "Chemistry"                                                                                       
## [6158] "Engineering"                                                                                     
## [6159] "pathology"                                                                                       
## [6160] "Chemistry"                                                                                       
## [6161] "DBS"                                                                                             
## [6162] "Program in Biomedical Sciences"                                                                  
## [6163] "Biomedical Engineeirng"                                                                          
## [6164] "Biology"                                                                                         
## [6165] "Molecular Biology"                                                                               
## [6166] "structural biology"                                                                              
## [6167] "Pharmacology"                                                                                    
## [6168] "Neuroscience"                                                                                    
## [6169] "Oncology"                                                                                        
## [6170] "Cell Biology and Anatomy"                                                                        
## [6171] "Cell Biology and Anatomy"                                                                        
## [6172] "Cell Biology and Anatomy"                                                                        
## [6173] "Cell Biology and Anatomy"                                                                        
## [6174] "Chemistry and Biochemistry"                                                                      
## [6175] "Biology Department"                                                                              
## [6176] "Physics"                                                                                         
## [6177] "Molecular and Systems Pharmacology"                                                              
## [6178] "Biochemistry"                                                                                    
## [6179] "BIOLOGY"                                                                                         
## [6180] "Biology"                                                                                         
## [6181] "Ecology and Evolutionary Biology"                                                                
## [6182] "Division of Biomedical and Biological Sciences"                                                  
## [6183] "Plant and Microbial Biology"                                                                     
## [6184] "Chemical Engineering"                                                                            
## [6185] "Gsbs"                                                                                            
## [6186] "Neuroscience"                                                                                    
## [6187] "Eeb"                                                                                             
## [6188] "MCDB"                                                                                            
## [6189] "Molecular microbiology"                                                                          
## [6190] "Chemistry and biochemistry"                                                                      
## [6191] "Molecular and cell"                                                                              
## [6192] "Biochemistry"                                                                                    
## [6193] "Structural Biology and Biochemistry"                                                             
## [6194] "Biomedical Sciences"                                                                             
## [6195] "Immunology"                                                                                      
## [6196] "Microbiology"                                                                                    
## [6197] "Psychology"                                                                                      
## [6198] "Bmmb"                                                                                            
## [6199] "BMMB"                                                                                            
## [6200] "Biochemistry and Biomedical Sciences"                                                            
## [6201] "Biochemistry and Molecular Pharmacology"                                                         
## [6202] "Cell and Molecular BIology"                                                                      
## [6203] "Biosciences"                                                                                     
## [6204] "Biological Sciences"                                                                             
## [6205] "Pathology"                                                                                       
## [6206] "health sciences"                                                                                 
## [6207] "Biological and Biomedical Sciences"                                                              
## [6208] "Geosciences"                                                                                     
## [6209] "Chemistry and Biochemistry"                                                                      
## [6210] "Biology"                                                                                         
## [6211] "Biology"                                                                                         
## [6212] "Chemistry"                                                                                       
## [6213] "Environmental and Occupational Health Sciences"                                                  
## [6214] "Pathology"                                                                                       
## [6215] "Pharamcology"                                                                                    
## [6216] "Chemistry"                                                                                       
## [6217] "Microbiology Doctoral Training Program"                                                          
## [6218] "Cancer Biology"                                                                                  
## [6219] "Department of Chemistry Biochemistry"                                                            
## [6220] "Chemistry and Biochemistry"                                                                      
## [6221] "Finance"                                                                                         
## [6222] "Business"                                                                                        
## [6223] "Sociology"                                                                                       
## [6224] "Business"                                                                                        
## [6225] "Health and Human Physiology"                                                                     
## [6226] "management"                                                                                      
## [6227] "Earth and Environmental Sciences"                                                                
## [6228] "Chemistry"                                                                                       
## [6229] "Higher Education"                                                                                
## [6230] "Russian and East European Studies"                                                               
## [6231] "Information Technology"                                                                          
## [6232] "School of Criminology and Justice Studies"                                                       
## [6233] "Molecular and Cellular Biology"                                                                  
## [6234] "biochemistry"                                                                                    
## [6235] "Center for Neural Science"                                                                       
## [6236] "Economics"                                                                                       
## [6237] "ISAW"                                                                                            
## [6238] "Chemistry and Biochemistry"                                                                      
## [6239] "Neuroscience"                                                                                    
## [6240] "Biomedical Engineering"                                                                          
## [6241] "Medicinal Chemistry"                                                                             
## [6242] "Natural Resources and Environmental Sciences"                                                    
## [6243] "Plant Biology"                                                                                   
## [6244] "communication sciences and disorders"                                                            
## [6245] "Psychology"                                                                                      
## [6246] "Chemical and Biological Engineering"                                                             
## [6247] "neuroscience"                                                                                    
## [6248] "Anthropology"                                                                                    
## [6249] "Behavioral and Brain Sciences"                                                                   
## [6250] "Electrical Engineering"                                                                          
## [6251] "Electrical and Computer Engineering"                                                             
## [6252] "Molecular and Cellular Biology"                                                                  
## [6253] "Political science"                                                                               
## [6254] "computer science"                                                                                
## [6255] "Biomedical Engineering"                                                                          
## [6256] "Biomedical Engineering"                                                                          
## [6257] "SEAS"                                                                                            
## [6258] "English and Women Studies"                                                                       
## [6259] "Biology"                                                                                         
## [6260] "industrial and organizational psyhology"                                                         
## [6261] "Statistics and Operations Research"                                                              
## [6262] "environmental engineering"                                                                       
## [6263] "English"                                                                                         
## [6264] "bioengineering"                                                                                  
## [6265] "Aerospace"                                                                                       
## [6266] "Political Science"                                                                               
## [6267] "Political Science"                                                                               
## [6268] "Political Science"                                                                               
## [6269] "Political Science"                                                                               
## [6270] "Anthropology"                                                                                    
## [6271] "Biology"                                                                                         
## [6272] "Biology"                                                                                         
## [6273] "Physics"                                                                                         
## [6274] "Physics"                                                                                         
## [6275] "Biology"                                                                                         
## [6276] "biophysics"                                                                                      
## [6277] "Biomedical Engineering"                                                                          
## [6278] "Graduate Education"                                                                              
## [6279] "Geochemistry"                                                                                    
## [6280] "Materials Science and Engineering"                                                               
## [6281] "Philosophy"                                                                                      
## [6282] "physics"                                                                                         
## [6283] "eecs"                                                                                            
## [6284] "school of nursing"                                                                               
## [6285] "Department of Geological Sciences"                                                               
## [6286] "mechanical engineering"                                                                          
## [6287] "Neuroscience"                                                                                    
## [6288] "Biology"                                                                                         
## [6289] "African and African Diaspora Studies"                                                            
## [6290] "Basic Sciences"                                                                                  
## [6291] "Basic Sciences"                                                                                  
## [6292] "Political science"                                                                               
## [6293] "immunology"                                                                                      
## [6294] "History"                                                                                         
## [6295] "Student Affairs"                                                                                 
## [6296] "Economics"                                                                                       
## [6297] "Molecular and Computational Biology"                                                             
## [6298] "Slavic"                                                                                          
## [6299] "mechanical engineering"                                                                          
## [6300] "mechanical engineering"                                                                          
## [6301] "mechanical engineering"                                                                          
## [6302] "Chemistry and biochemistry"                                                                      
## [6303] "Immunology"                                                                                      
## [6304] "operations resesarch"                                                                            
## [6305] "operations resesarch"                                                                            
## [6306] "Psychology"                                                                                      
## [6307] "mathematics"                                                                                     
## [6308] "BBSP"                                                                                            
## [6309] "Chemistry and Biochemistry"                                                                      
## [6310] "Chemistry"                                                                                       
## [6311] "French and Italian"                                                                              
## [6312] "mcdb"                                                                                            
## [6313] "Biomedical Engineering"                                                                          
## [6314] "Physics"                                                                                         
## [6315] "Physics"                                                                                         
## [6316] "Biology"                                                                                         
## [6317] "Material Science and Engineering"                                                                
## [6318] "physics"                                                                                         
## [6319] "English"                                                                                         
## [6320] "English"                                                                                         
## [6321] "English"                                                                                         
## [6322] "English"                                                                                         
## [6323] "English"                                                                                         
## [6324] "English"                                                                                         
## [6325] "English"                                                                                         
## [6326] "English"                                                                                         
## [6327] "Classics"                                                                                        
## [6328] "Space Sciences"                                                                                  
## [6329] "English"                                                                                         
## [6330] "Science"                                                                                         
## [6331] "English"                                                                                         
## [6332] "English"                                                                                         
## [6333] "English"                                                                                         
## [6334] "English"                                                                                         
## [6335] "English"                                                                                         
## [6336] "English"                                                                                         
## [6337] "English"                                                                                         
## [6338] "English"                                                                                         
## [6339] "English"                                                                                         
## [6340] "English"                                                                                         
## [6341] "English"                                                                                         
## [6342] "English"                                                                                         
## [6343] ""                                                                                                
## [6344] "English"                                                                                         
## [6345] "English"                                                                                         
## [6346] "English"                                                                                         
## [6347] "English"                                                                                         
## [6348] "English"                                                                                         
## [6349] "English"                                                                                         
## [6350] "English"                                                                                         
## [6351] "grad"                                                                                            
## [6352] "Mechanical Engineering"                                                                          
## [6353] "English"                                                                                         
## [6354] "ENGLISH"                                                                                         
## [6355] "Grad"                                                                                            
## [6356] "Grad"                                                                                            
## [6357] "Film"                                                                                            
## [6358] "English"                                                                                         
## [6359] "History"                                                                                         
## [6360] "Theatre Historiography and Performance Studies"                                                  
## [6361] "Near Eastern and Judaic Studies"                                                                 
## [6362] "Engineering"                                                                                     
## [6363] "industrial and systems engineering"                                                              
## [6364] "Computer and Information Science"                                                                
## [6365] "Management"                                                                                      
## [6366] "Electrical Engineering"                                                                          
## [6367] "Environmental Engineering"                                                                       
## [6368] "History"                                                                                         
## [6369] "History"                                                                                         
## [6370] "Physics and Astronomy"                                                                           
## [6371] "Mathematics Statistics"                                                                          
## [6372] "Geography and Urban Regional Analysis"                                                           
## [6373] "Wildlife Fisheries and Aquaculture"                                                              
## [6374] "MLL"                                                                                             
## [6375] "NGP"                                                                                             
## [6376] "Medical scientist training program"                                                              
## [6377] "Computer Science"                                                                                
## [6378] "Political Science"                                                                               
## [6379] "biology"                                                                                         
## [6380] "STATISTICS"                                                                                      
## [6381] "Anthropology"                                                                                    
## [6382] "Epidemiology"                                                                                    
## [6383] "PhD Marketing"                                                                                   
## [6384] "Chemical Engineering"                                                                            
## [6385] "Economics"                                                                                       
## [6386] "economics"                                                                                       
## [6387] "Management Strategy and Entrepreneurship"                                                        
## [6388] "Entomology and Plant Pathology"                                                                  
## [6389] "Business"                                                                                        
## [6390] "mechanical engineering"                                                                          
## [6391] "Economics"                                                                                       
## [6392] "biology"                                                                                         
## [6393] "Gender Studies"                                                                                  
## [6394] "political science"                                                                               
## [6395] "special education"                                                                               
## [6396] "Materials Science and Engineering"                                                               
## [6397] "Education Leadership Policy Studies"                                                             
## [6398] "Bioengineering"                                                                                  
## [6399] "Food Science Human Nutrition"                                                                    
## [6400] "Management"                                                                                      
## [6401] "Psychology"                                                                                      
## [6402] "Neuroscience"                                                                                    
## [6403] "ECE"                                                                                             
## [6404] "Clinical Psychology PhD"                                                                         
## [6405] "Sociology"                                                                                       
## [6406] "Business"                                                                                        
## [6407] "biology"                                                                                         
## [6408] "Chemistry and Biochemistry"                                                                      
## [6409] "Chemistry"                                                                                       
## [6410] "Molecular Biosciences"                                                                           
## [6411] "Ecology Evolutionary Biology"                                                                    
## [6412] "Biomedical Engineering"                                                                          
## [6413] "Biomedical Engineering"                                                                          
## [6414] "Bioinformatics and Computational Biology"                                                        
## [6415] "School of International Letters and Cultures"                                                    
## [6416] "Applied economics"                                                                               
## [6417] "Psychology"                                                                                      
## [6418] "Chemistry"                                                                                       
## [6419] "Urban and Regional Planning"                                                                     
## [6420] "Business"                                                                                        
## [6421] "IBS"                                                                                             
## [6422] "Family and Human Development"                                                                    
## [6423] "Biological and Biomedical Sciences"                                                              
## [6424] "Biomedical Sciences BMS"                                                                         
## [6425] "Physics Astronomy"                                                                               
## [6426] "Physics Astronomy"                                                                               
## [6427] "Physics Astronomy"                                                                               
## [6428] "Physics Astronomy"                                                                               
## [6429] "Finance"                                                                                         
## [6430] "Chemistry"                                                                                       
## [6431] "Religion"                                                                                        
## [6432] "Biomedical Sciences"                                                                             
## [6433] "Applied Mathematics and Statistics"                                                              
## [6434] "Health and Human Performance"                                                                    
## [6435] "Chemistry"                                                                                       
## [6436] "Graduate Biomedical Sciences"                                                                    
## [6437] "Marine Biology"                                                                                  
## [6438] "Biology"                                                                                         
## [6439] "Religious Studies"                                                                               
## [6440] "Theology"                                                                                        
## [6441] "Theology"                                                                                        
## [6442] "The Rubenstein School of Environment and Natural Resources"                                      
## [6443] "Education"                                                                                       
## [6444] "Sociology"                                                                                       
## [6445] "Political Science"                                                                               
## [6446] "Human Development and Family Studies"                                                            
## [6447] "Earth Ocean and Ecological Sciences"                                                             
## [6448] "Earth Ocean and Ecological Sciences"                                                             
## [6449] "Chemistry"                                                                                       
## [6450] "Ecology and Evolutionary Biology"                                                                
## [6451] "Ecology and Evolutionary Biology"                                                                
## [6452] "Bioengineering"                                                                                  
## [6453] "Bioengineering"                                                                                  
## [6454] "Economics"                                                                                       
## [6455] "Economics"                                                                                       
## [6456] "Economics"                                                                                       
## [6457] "Psychology"                                                                                      
## [6458] "Cell and Molecular Biology"                                                                      
## [6459] "Molecular Biosciences"                                                                           
## [6460] "Biological Sciences"                                                                             
## [6461] "Biochemistry cellular and molecular biology"                                                     
## [6462] "Biochemistry cellular and molecular biology"                                                     
## [6463] "BCMB"                                                                                            
## [6464] "CNAP"                                                                                            
## [6465] "Bioengineering"                                                                                  
## [6466] "Computer Science and Engineering"                                                                
## [6467] "Computer Science and Engineering"                                                                
## [6468] "Political Science"                                                                               
## [6469] "government"                                                                                      
## [6470] "Neuroscience"                                                                                    
## [6471] "Microbiology and cell science"                                                                   
## [6472] "Linguistics"                                                                                     
## [6473] "Brain and Cognitive Science"                                                                     
## [6474] "Political Science"                                                                               
## [6475] "Music"                                                                                           
## [6476] "Pharmaceutical Economics and Policy"                                                             
## [6477] "aeronautics and astronautics"                                                                    
## [6478] "Neuroscience"                                                                                    
## [6479] "Forestry and Natural Resources"                                                                  
## [6480] "Biostatistics"                                                                                   
## [6481] "Mechanical and Aerospace Engineering"                                                            
## [6482] "Biology"                                                                                         
## [6483] "Integrative Biology"                                                                             
## [6484] "PIBS"                                                                                            
## [6485] "PIBS"                                                                                            
## [6486] "Music"                                                                                           
## [6487] "Physics"                                                                                         
## [6488] "Psychology"                                                                                      
## [6489] "Political Science"                                                                               
## [6490] "Philosophy"                                                                                      
## [6491] "political science"                                                                               
## [6492] "Speech Language and Hearing Sciences"                                                            
## [6493] "Math"                                                                                            
## [6494] "Math"                                                                                            
## [6495] "Comparative Human Development"                                                                   
## [6496] "Geosciences"                                                                                     
## [6497] "Biology"                                                                                         
## [6498] "Anthropology"                                                                                    
## [6499] "Education"                                                                                       
## [6500] "Linguistics"                                                                                     
## [6501] "Political Science"                                                                               
## [6502] "Materials Science and Engineering"                                                               
## [6503] "Music"                                                                                           
## [6504] "Electrical and Computer Engineering"                                                             
## [6505] "Chemistry"                                                                                       
## [6506] "Biomedical Sciences"                                                                             
## [6507] "MBIDP"                                                                                           
## [6508] "Political Science"                                                                               
## [6509] "Physics"                                                                                         
## [6510] "Political Science"                                                                               
## [6511] "Biophysics and Quantitative Biology"                                                             
## [6512] "Earth Sciences"                                                                                  
## [6513] "english"                                                                                         
## [6514] "Biodiversity Earth and Environmental Sciences PhD"                                               
## [6515] "Chemical Engineering"                                                                            
## [6516] "Pharmaceutical Sciences"                                                                         
## [6517] "Pharmaceutical science"                                                                          
## [6518] "Pharmaceutical science"                                                                          
## [6519] "Division of Nutritional Sciences"                                                                
## [6520] "Linguistics"                                                                                     
## [6521] "Sociology"                                                                                       
## [6522] "Sociology"                                                                                       
## [6523] "Sociology"                                                                                       
## [6524] "Sociology"                                                                                       
## [6525] "Sociology and Education"                                                                         
## [6526] "History"                                                                                         
## [6527] "Biomedical Engineering"                                                                          
## [6528] "Mechanical Industrial and Manufacturing Engineering"                                             
## [6529] "Economics"                                                                                       
## [6530] "art history"                                                                                     
## [6531] "Psychology"                                                                                      
## [6532] "Political Science"                                                                               
## [6533] "Chemistry"                                                                                       
## [6534] "Chemistry"                                                                                       
## [6535] "Chemical and Biochemical Engineering"                                                            
## [6536] "Astronomy"                                                                                       
## [6537] "engineer"                                                                                        
## [6538] "bio medical engineer"                                                                            
## [6539] "MCD Biology"                                                                                     
## [6540] "Management"                                                                                      
## [6541] "Management"                                                                                      
## [6542] "Earth and Planetary Sciences"                                                                    
## [6543] "Management"                                                                                      
## [6544] "Business"                                                                                        
## [6545] "Plant Breeding"                                                                                  
## [6546] "economics"                                                                                       
## [6547] "Marketing"                                                                                       
## [6548] "Industrial and Systems Engineering"                                                              
## [6549] "Data Science and Operations"                                                                     
## [6550] "Operations Information and Decisions"                                                            
## [6551] "Operations Management"                                                                           
## [6552] "Anthropology"                                                                                    
## [6553] "Plant Pathology and Plant Microbe Biology"                                                       
## [6554] "Comparative Religion M A"                                                                        
## [6555] "Managerial Economics and Strategy Kellogg"                                                       
## [6556] "Political Science"                                                                               
## [6557] "Political Science"                                                                               
## [6558] "Political Science"                                                                               
## [6559] "Psychology"                                                                                      
## [6560] "Sociology"                                                                                       
## [6561] "German"                                                                                          
## [6562] "Biology"                                                                                         
## [6563] "Geology"                                                                                         
## [6564] "Earth and Environmental Science"                                                                 
## [6565] "Earth Sciences"                                                                                  
## [6566] "Molecular cellular and developmental biology"                                                    
## [6567] "Ecology Evolutionary Biology and Behavior"                                                       
## [6568] "English"                                                                                         
## [6569] "English"                                                                                         
## [6570] "English"                                                                                         
## [6571] "Engineering"                                                                                     
## [6572] "Department of Marine and Coastal Sciences"                                                       
## [6573] "Political Science"                                                                               
## [6574] "BME"                                                                                             
## [6575] "Earth and Environmental Sciences"                                                                
## [6576] "Earth Sciences"                                                                                  
## [6577] "Earth and Environmental Sciences"                                                                
## [6578] "Geology and Geophysics"                                                                          
## [6579] "Geology"                                                                                         
## [6580] "Geology"                                                                                         
## [6581] "Geology"                                                                                         
## [6582] "Geology"                                                                                         
## [6583] "Geosciences"                                                                                     
## [6584] "Geosciences"                                                                                     
## [6585] "Geological Sciences Engineering"                                                                 
## [6586] "Geoscience"                                                                                      
## [6587] "Earth Planetary Science"                                                                         
## [6588] "Earth Planetary Science"                                                                         
## [6589] "Earth Science"                                                                                   
## [6590] "Earth Environmental Sciences"                                                                    
## [6591] "Cellular and Molecular Biology"                                                                  
## [6592] "School of Life Science"                                                                          
## [6593] "Modern Languages and Literatures"                                                                
## [6594] "Music"                                                                                           
## [6595] "Political Science"                                                                               
## [6596] "Chemical and Biomolecular Engineering"                                                           
## [6597] "Plant Soil and Agricultural Systems"                                                             
## [6598] "Botany and Plant Pathology"                                                                      
## [6599] "Political Science"                                                                               
## [6600] "Political Science"                                                                               
## [6601] "Neuroscience"                                                                                    
## [6602] "English"                                                                                         
## [6603] "English"                                                                                         
## [6604] "English"                                                                                         
## [6605] "Aerospace and Mechanical Engineering"                                                            
## [6606] "Biosciences"                                                                                     
## [6607] "MECHSE"                                                                                          
## [6608] "Political Science Government"                                                                    
## [6609] "Biotechnology Medical Engineering"                                                               
## [6610] "Biotechnology Medical Engineering"                                                               
## [6611] "Political Science Government"                                                                    
## [6612] "Political Science Government"                                                                    
## [6613] "Political Science"                                                                               
## [6614] "Political Science"                                                                               
## [6615] "Political Science"                                                                               
## [6616] "Political Science"                                                                               
## [6617] "Political Science"                                                                               
## [6618] "Political Science"                                                                               
## [6619] "Political science"                                                                               
## [6620] "BBSP"                                                                                            
## [6621] "School of Education"                                                                             
## [6622] "Food science"                                                                                    
## [6623] "Political Science"                                                                               
## [6624] "Political Science"                                                                               
## [6625] "Political Science"                                                                               
## [6626] "Political Science"                                                                               
## [6627] "Political Science"                                                                               
## [6628] "Classics"                                                                                        
## [6629] "Teacher Education and Teacher Development"                                                       
## [6630] "Greek and Latin"                                                                                 
## [6631] "Education"                                                                                       
## [6632] "Philosophy"                                                                                      
## [6633] "History"                                                                                         
## [6634] "Medicine"                                                                                        
## [6635] "Earth and Planetary Sciences"                                                                    
## [6636] "Anthropology"                                                                                    
## [6637] "TPS"                                                                                             
## [6638] "Sociology"                                                                                       
## [6639] "Sociology"                                                                                       
## [6640] "Religious Studies"                                                                               
## [6641] "Political Science"                                                                               
## [6642] "bcmb"                                                                                            
## [6643] "petroleum engineering"                                                                           
## [6644] "Film"                                                                                            
## [6645] "Anthropology"                                                                                    
## [6646] "Anthropology"                                                                                    
## [6647] "Anthropology"                                                                                    
## [6648] "Anthropology"                                                                                    
## [6649] "Rural Sociology"                                                                                 
## [6650] "Chemistry"                                                                                       
## [6651] "Chemistry"                                                                                       
## [6652] "Chemistry"                                                                                       
## [6653] "Chemistry"                                                                                       
## [6654] "History of Art"                                                                                  
## [6655] "Psychology Department"                                                                           
## [6656] "chemical biomolecular engineering"                                                               
## [6657] "Mechanical Engineering"                                                                          
## [6658] "Physics"                                                                                         
## [6659] "QSB"                                                                                             
## [6660] "Chemistry"                                                                                       
## [6661] "Political Science"                                                                               
## [6662] "Chemistry"                                                                                       
## [6663] "Biology"                                                                                         
## [6664] "Neuro"                                                                                           
## [6665] "Energy Science and Engineering"                                                                  
## [6666] "Chemistry"                                                                                       
## [6667] "Sociology"                                                                                       
## [6668] "Management"                                                                                      
## [6669] "BME"                                                                                             
## [6670] "Biomedical Engineering"                                                                          
## [6671] "Finance"                                                                                         
## [6672] "History"                                                                                         
## [6673] "Political Science"                                                                               
## [6674] "Linguistics"                                                                                     
## [6675] "Sociology"                                                                                       
## [6676] "Sociology"                                                                                       
## [6677] "Sociology"                                                                                       
## [6678] "Sociology"                                                                                       
## [6679] "History"                                                                                         
## [6680] "chemistry"                                                                                       
## [6681] "Sociology"                                                                                       
## [6682] "Anthropology"                                                                                    
## [6683] "Chemistry"                                                                                       
## [6684] "African Diaspora Studies"                                                                        
## [6685] "African American Studies"                                                                        
## [6686] "Political Science"                                                                               
## [6687] "Political Science"                                                                               
## [6688] "Political Science"                                                                               
## [6689] "Political Science"                                                                               
## [6690] "Political Science"                                                                               
## [6691] "Management and Organization"                                                                     
## [6692] "Biomedical Engineering"                                                                          
## [6693] "Politics"                                                                                        
## [6694] "Philosophy"                                                                                      
## [6695] "Human and Statistical Genetics DBBS"                                                             
## [6696] "Human Genetics Biological Sciences Division"                                                     
## [6697] "Computer Science"                                                                                
## [6698] "Philosophy"                                                                                      
## [6699] "History"                                                                                         
## [6700] "Sociology"                                                                                       
## [6701] "Sociology"                                                                                       
## [6702] "Sociology"                                                                                       
## [6703] "Sociology"                                                                                       
## [6704] "Marketing"                                                                                       
## [6705] "political science"                                                                               
## [6706] "political science"                                                                               
## [6707] "political science"                                                                               
## [6708] "political science"                                                                               
## [6709] "Computer Science"                                                                                
## [6710] "Behavioral Neuroscience"                                                                         
## [6711] "I O Psychology MASc"                                                                             
## [6712] "I O Psychology"                                                                                  
## [6713] "Political Science"                                                                               
## [6714] "Anthropology"                                                                                    
## [6715] "Neuroscience"                                                                                    
## [6716] "NELC"                                                                                            
## [6717] "Arabic and Islamic Studies"                                                                      
## [6718] "Mathematics"                                                                                     
## [6719] "Genetics and Genomics"                                                                           
## [6720] "Public Health"                                                                                   
## [6721] "Scandinavian Studies"                                                                            
## [6722] "Scandinavian Studies"                                                                            
## [6723] "Child Youth and Family Studies"                                                                  
## [6724] "Child Youth and Family Studies"                                                                  
## [6725] "Child Youth and Family Studies"                                                                  
## [6726] "College of Earth Ocean and Atmospheric Sciences Geography"                                       
## [6727] "Political Science"                                                                               
## [6728] "Political Science"                                                                               
## [6729] "Anthropology"                                                                                    
## [6730] "Physics"                                                                                         
## [6731] "Cinema and Media Studies"                                                                        
## [6732] "Film Studies"                                                                                    
## [6733] "Screen Cultures"                                                                                 
## [6734] "History"                                                                                         
## [6735] "Art History"                                                                                     
## [6736] "Demography"                                                                                      
## [6737] "Sociology"                                                                                       
## [6738] "Sociology"                                                                                       
## [6739] "Sociology"                                                                                       
## [6740] "Sociology"                                                                                       
## [6741] "Weill Cornell Medicine"                                                                          
## [6742] "Chemistry"                                                                                       
## [6743] "Chemistry"                                                                                       
## [6744] "Political Science"                                                                               
## [6745] "English"                                                                                         
## [6746] "Linguistics"                                                                                     
## [6747] "Chemistry"                                                                                       
## [6748] "Sociology"                                                                                       
## [6749] "Sociology"                                                                                       
## [6750] "Political Science"                                                                               
## [6751] "Sociology"                                                                                       
## [6752] "Graduate Department of Religion"                                                                 
## [6753] "Political Science"                                                                               
## [6754] "Molecular Cell and Developmental Biology"                                                        
## [6755] "Religion"                                                                                        
## [6756] "Anthropology"                                                                                    
## [6757] "Sociology"                                                                                       
## [6758] "Chemistry"                                                                                       
## [6759] "Philosophy"                                                                                      
## [6760] "Art History"                                                                                     
## [6761] "Art History"                                                                                     
## [6762] "Cell Molecular Biology"                                                                          
## [6763] "Linguistics"                                                                                     
## [6764] "Philosophy"                                                                                      
## [6765] "PIBS"                                                                                            
## [6766] "Sociology"                                                                                       
## [6767] "Political Science"                                                                               
## [6768] "ILS"                                                                                             
## [6769] "Sociology"                                                                                       
## [6770] "Political Science"                                                                               
## [6771] "Politics"                                                                                        
## [6772] "Sociology"                                                                                       
## [6773] "Classics"                                                                                        
## [6774] "Art"                                                                                             
## [6775] "Political Science"                                                                               
## [6776] "Political Science"                                                                               
## [6777] "Linguistics PhD"                                                                                 
## [6778] "Philosophy"                                                                                      
## [6779] "HASTS"                                                                                           
## [6780] "chemistry"                                                                                       
## [6781] "BBS MCGD"                                                                                        
## [6782] "DBBS"                                                                                            
## [6783] "Mathematics Statistics and Computer Science"                                                     
## [6784] "Medical Clinical Psychology"                                                                     
## [6785] "Mechanical engineering"                                                                          
## [6786] "Experimental Psychology"                                                                         
## [6787] "Chemistry"                                                                                       
## [6788] "Chemical Engineering"                                                                            
## [6789] "Chemical Engineering"                                                                            
## [6790] "Political Science"                                                                               
## [6791] "Art History"                                                                                     
## [6792] "CHEM"                                                                                            
## [6793] "Computer Science"                                                                                
## [6794] "Sociology"                                                                                       
## [6795] "Sociology"                                                                                       
## [6796] "Sociology"                                                                                       
## [6797] "Sociology"                                                                                       
## [6798] "Sociology"                                                                                       
## [6799] "Sociology"                                                                                       
## [6800] "Sociology"                                                                                       
## [6801] "Sociology"                                                                                       
## [6802] "Sociology"                                                                                       
## [6803] "Religion"                                                                                        
## [6804] "Religion"                                                                                        
## [6805] "Electrical and Computer Engineering"                                                             
## [6806] "cell and molecular biology"                                                                      
## [6807] "Political Science"                                                                               
## [6808] "American Culture"                                                                                
## [6809] "Political Science"                                                                               
## [6810] "Molecular Genetics and Microbiology"                                                             
## [6811] "Biological Sciences in Public Health PhD"                                                        
## [6812] "History"                                                                                         
## [6813] "Classical Studies"                                                                               
## [6814] "GVPT"                                                                                            
## [6815] "Clinical Psychology"                                                                             
## [6816] "Political science"                                                                               
## [6817] "Classical Studies"                                                                               
## [6818] "Anthropology"                                                                                    
## [6819] "History"                                                                                         
## [6820] "American Studies"                                                                                
## [6821] "Management"                                                                                      
## [6822] "Cell And Moleculer Biology"                                                                      
## [6823] "Theology"                                                                                        
## [6824] "Art history"                                                                                     
## [6825] "Political Science"                                                                               
## [6826] "Sociology"                                                                                       
## [6827] "Sociology"                                                                                       
## [6828] "Sociology"                                                                                       
## [6829] "Sociology"                                                                                       
## [6830] "political science"                                                                               
## [6831] "political science"                                                                               
## [6832] "Cancer Biology"                                                                                  
## [6833] "MCB"                                                                                             
## [6834] "BCMB"                                                                                            
## [6835] "Classics"                                                                                        
## [6836] "Communication"                                                                                   
## [6837] "Communication"                                                                                   
## [6838] "Communication Arts Sciences"                                                                     
## [6839] "CAMB"                                                                                            
## [6840] "Philosophy"                                                                                      
## [6841] "Neurobiology"                                                                                    
## [6842] "Driskill Graduate Program"                                                                       
## [6843] "Neurobiology"                                                                                    
## [6844] "Sociology PhD"                                                                                   
## [6845] "Molecular Biosciences"                                                                           
## [6846] "Political Science"                                                                               
## [6847] "Political Science"                                                                               
## [6848] "Political Science"                                                                               
## [6849] "Political Science"                                                                               
## [6850] "Political Science"                                                                               
## [6851] "Political Science"                                                                               
## [6852] "Political Science"                                                                               
## [6853] "Communication"                                                                                   
## [6854] "english"                                                                                         
## [6855] "History"                                                                                         
## [6856] "Theology"                                                                                        
## [6857] "History of Art"                                                                                  
## [6858] "Ecology Evolutionary Biology and Behavior"                                                       
## [6859] "History"                                                                                         
## [6860] "Political Science"                                                                               
## [6861] "Anthropology"                                                                                    
## [6862] "Chemistry"                                                                                       
## [6863] "History"                                                                                         
## [6864] "Religious Studies"                                                                               
## [6865] "Art History"                                                                                     
## [6866] "Molecular Genetics and Microbiology"                                                             
## [6867] "Biomedical Sciences"                                                                             
## [6868] "Bible"                                                                                           
## [6869] "Chemistry"                                                                                       
## [6870] "Political Science"                                                                               
## [6871] "Political Science"                                                                               
## [6872] "School psychology"                                                                               
## [6873] "Religious Studies"                                                                               
## [6874] "History"                                                                                         
## [6875] "History"                                                                                         
## [6876] "Political Science"                                                                               
## [6877] "Politics"                                                                                        
## [6878] "Political Science"                                                                               
## [6879] "Political Science"                                                                               
## [6880] "Political Science"                                                                               
## [6881] "Political Science"                                                                               
## [6882] "Immunology"                                                                                      
## [6883] "Communication"                                                                                   
## [6884] "Religious Studies"                                                                               
## [6885] "chemistry"                                                                                       
## [6886] "history"                                                                                         
## [6887] "Politics"                                                                                        
## [6888] "PhD in Biomedical Sciences"                                                                      
## [6889] "Comparative Literature"                                                                          
## [6890] "Chemistry Biochemistry"                                                                          
## [6891] "Molecular Physiology"                                                                            
## [6892] "Biomedical Sciences BMS"                                                                         
## [6893] "Sociology"                                                                                       
## [6894] "History"                                                                                         
## [6895] "Philosophy"                                                                                      
## [6896] "Philosophy"                                                                                      
## [6897] "BIMS"                                                                                            
## [6898] "Political science"                                                                               
## [6899] "Religion"                                                                                        
## [6900] "Sociology"                                                                                       
## [6901] "Middle Eastern Islamic Studies"                                                                  
## [6902] "Religious Studies"                                                                               
## [6903] "Psychology"                                                                                      
## [6904] "BBSP"                                                                                            
## [6905] "Physics"                                                                                         
## [6906] "Chemistry"                                                                                       
## [6907] "Education"                                                                                       
## [6908] "Biology"                                                                                         
## [6909] "Neuroscience PhD"                                                                                
## [6910] "Neuroscience PhD"                                                                                
## [6911] "Chemistry"                                                                                       
## [6912] "Sociology"                                                                                       
## [6913] "Sociology"                                                                                       
## [6914] "Sociology"                                                                                       
## [6915] "Physics"                                                                                         
## [6916] "Pharmaceutical Sciences"                                                                         
## [6917] "Biomedical Sciences"                                                                             
## [6918] "Molecular Engineering"                                                                           
## [6919] "Materials Science and Engineering"                                                               
## [6920] "Electrical engineering"                                                                          
## [6921] "Medical Scientist Training Program"                                                              
## [6922] "Comparative Studies in Literature and Culture"                                                   
## [6923] "CSE"                                                                                             
## [6924] "Cognition and cognitive neuroscience"                                                            
## [6925] "Neuroscience"                                                                                    
## [6926] "Electrical Computer Engineering"                                                                 
## [6927] "Computer Science Engineering"                                                                    
## [6928] "Biostatistics"                                                                                   
## [6929] "Pathobiology and Molecular Medicine"                                                             
## [6930] "Neuroscience and Cognitive Science"                                                              
## [6931] "Mechanical Engineering"                                                                          
## [6932] "History"                                                                                         
## [6933] "MechE"                                                                                           
## [6934] "Biochemistry"                                                                                    
## [6935] "Business Administration Management"                                                              
## [6936] "Chemical Engineering"                                                                            
## [6937] "Chemical Engineering"                                                                            
## [6938] "Business Administration"                                                                         
## [6939] "Cell and Molecular Biology"                                                                      
## [6940] "MSTP"                                                                                            
## [6941] "Psychology"                                                                                      
## [6942] "Political Science"                                                                               
## [6943] "Math"                                                                                            
## [6944] "History"                                                                                         
## [6945] "GMS PiBS"                                                                                        
## [6946] "accounting PhD"                                                                                  
## [6947] "Biochemistry"                                                                                    
## [6948] "BioS"                                                                                            
## [6949] "Chemical Engineering"                                                                            
## [6950] "Chemical Engineering"                                                                            
## [6951] "Biology"                                                                                         
## [6952] "Chemistry"                                                                                       
## [6953] "Genetics"                                                                                        
## [6954] "Bioengineering"                                                                                  
## [6955] "Ecology and Evolutionary Biology"                                                                
## [6956] "Chemistry"                                                                                       
## [6957] "Faculty of Computer Science"                                                                     
## [6958] "Industrial and Systems Engineering"                                                              
## [6959] "Psychology"                                                                                      
## [6960] "Sociology"                                                                                       
## [6961] "School of IC"                                                                                    
## [6962] "Plant Biology"                                                                                   
## [6963] "Chemistry"                                                                                       
## [6964] "Chemistry"                                                                                       
## [6965] "Chemistry"                                                                                       
## [6966] "Engineering"                                                                                     
## [6967] "Physics"                                                                                         
## [6968] "Biomedical Engineering"                                                                          
## [6969] "Laboratory Medicine and Pathology"                                                               
## [6970] "Mechanical Engineering"                                                                          
## [6971] "Geological Sciences"                                                                             
## [6972] "Psychology"                                                                                      
## [6973] "History"                                                                                         
## [6974] "Biomedical Engineering"                                                                          
## [6975] "Chemistry"                                                                                       
## [6976] "Operations Management Kelley"                                                                    
## [6977] "Hearing and Speech Sciences"                                                                     
## [6978] "BMS Biochemistry"                                                                                
## [6979] "Social Policy and Practice"                                                                      
## [6980] "Linguistics Sociolinguistics"                                                                    
## [6981] "History"                                                                                         
## [6982] "sciense"                                                                                         
## [6983] "Criminology Law and Society"                                                                     
## [6984] "History"                                                                                         
## [6985] "History"                                                                                         
## [6986] "Graduate Education Interdisciplinary Program in Biomedical Sciences"                             
## [6987] "Computer Science"                                                                                
## [6988] "Sociology"                                                                                       
## [6989] "Media"                                                                                           
## [6990] "History"                                                                                         
## [6991] "Environmental Engineering"                                                                       
## [6992] "History"                                                                                         
## [6993] "Mechanical Engineering"                                                                          
## [6994] "Clinical Science"                                                                                
## [6995] "Cinema and Media Studies"                                                                        
## [6996] "History"                                                                                         
## [6997] "Carnegie Institute of Technology"                                                                
## [6998] "Chemistry"                                                                                       
## [6999] "Mechanical Engineering"                                                                          
## [7000] "Biomedical Engineering"                                                                          
## [7001] "Economics"                                                                                       
## [7002] "Economics"                                                                                       
## [7003] "Chemistry"                                                                                       
## [7004] "sociology"                                                                                       
## [7005] "Criminology"                                                                                     
## [7006] "Genetics"                                                                                        
## [7007] "Chemistry"                                                                                       
## [7008] "Chemistry"                                                                                       
## [7009] "Psychology MA"                                                                                   
## [7010] "chemistry"                                                                                       
## [7011] "Chemistry MS"                                                                                    
## [7012] "Sociology"                                                                                       
## [7013] "Psychology"                                                                                      
## [7014] "Institute for Molecular Engineering"                                                             
## [7015] "phD"                                                                                             
## [7016] "Ecology Behavior Evolution"                                                                      
## [7017] "Materials"                                                                                       
## [7018] "Chemistry"                                                                                       
## [7019] "Chemistry"                                                                                       
## [7020] "Chemistry"                                                                                       
## [7021] "Neuroscience"                                                                                    
## [7022] "Medical Sociology"                                                                               
## [7023] "Plant and soil science Master's of science"                                                      
## [7024] "NSF Fellowship"                                                                                  
## [7025] "Chemical Engineering"                                                                            
## [7026] "Chemical Engineering"                                                                            
## [7027] "Engineering"                                                                                     
## [7028] "Chemical Engineering"                                                                            
## [7029] "Sociology"                                                                                       
## [7030] "Mechanical Engineering"                                                                          
## [7031] "Electrical Engineering"                                                                          
## [7032] "electrical engineering"                                                                          
## [7033] "Neuroscience"                                                                                    
## [7034] "Biology"                                                                                         
## [7035] "Biomedical Engineering"                                                                          
## [7036] "Chemistry and Biochemistry"                                                                      
## [7037] "Chemistry"                                                                                       
## [7038] "Family Human Development"                                                                        
## [7039] "Economics"                                                                                       
## [7040] "Material science and engineering"                                                                
## [7041] "Biomedical Science"                                                                              
## [7042] "GBS CMDB"                                                                                        
## [7043] "Human Development"                                                                               
## [7044] "Nuclear Science and Engineering"                                                                 
## [7045] ""                                                                                                
## [7046] "Chemical Engineering"                                                                            
## [7047] "Chemical Engineering"                                                                            
## [7048] "Viterbi school of Engineering"                                                                   
## [7049] "Computer Science"                                                                                
## [7050] "school of natural resources and the environment"                                                 
## [7051] "Electrical engineering and computer science"                                                     
## [7052] "Computer Science"                                                                                
## [7053] "Computer Science"                                                                                
## [7054] "Chemical and Biomolecular Engineering"                                                           
## [7055] "Sports Medicine"                                                                                 
## [7056] "Mechanical Engineering"                                                                          
## [7057] "ECE"                                                                                             
## [7058] "School of Forestry and Environmental Studies"                                                    
## [7059] "Economics"                                                                                       
## [7060] "Pathology PhD"                                                                                   
## [7061] "BME"                                                                                             
## [7062] "Hispanic Languages and Literature"                                                               
## [7063] "Physiology Biophysics"                                                                           
## [7064] "Neuroscience"                                                                                    
## [7065] "History"                                                                                         
## [7066] "Philosophy"                                                                                      
## [7067] "comparative literature"                                                                          
## [7068] "Policy and Planning"                                                                             
## [7069] "Political Science"                                                                               
## [7070] "Mathematics"                                                                                     
## [7071] "Anthropology"                                                                                    
## [7072] "Economics"                                                                                       
## [7073] "Art History"                                                                                     
## [7074] "Biomedical Sciences"                                                                             
## [7075] "Physics"                                                                                         
## [7076] "Physics"                                                                                         
## [7077] "Business"                                                                                        
## [7078] "English"                                                                                         
## [7079] "English"                                                                                         
## [7080] "English"                                                                                         
## [7081] "English"                                                                                         
## [7082] "English"                                                                                         
## [7083] "English"                                                                                         
## [7084] "English"                                                                                         
## [7085] "English"                                                                                         
## [7086] "English"                                                                                         
## [7087] "English"                                                                                         
## [7088] "English"                                                                                         
## [7089] "English"                                                                                         
## [7090] "English"                                                                                         
## [7091] "English"                                                                                         
## [7092] "English"                                                                                         
## [7093] "English"                                                                                         
## [7094] "English"                                                                                         
## [7095] "English"                                                                                         
## [7096] "English"                                                                                         
## [7097] "English"                                                                                         
## [7098] "English"                                                                                         
## [7099] "English"                                                                                         
## [7100] "English"                                                                                         
## [7101] "English"                                                                                         
## [7102] "English"                                                                                         
## [7103] "English"                                                                                         
## [7104] "Computer science"                                                                                
## [7105] "Engineering"                                                                                     
## [7106] "Program in Molecular and Cellular Biosciences"                                                   
## [7107] "Automotive Engineering"                                                                          
## [7108] "Cell and Molecular Biology"                                                                      
## [7109] "Biochemistry"                                                                                    
## [7110] "Music"                                                                                           
## [7111] "math"                                                                                            
## [7112] "Electrical Computer Engineering"                                                                 
## [7113] "Management"                                                                                      
## [7114] "Neuroscience and Cognitive Science"                                                              
## [7115] "Romance Studies"                                                                                 
## [7116] "MSTP"                                                                                            
## [7117] "MANE"                                                                                            
## [7118] "Materials Science PhD"                                                                           
## [7119] "Psychology CBS"                                                                                  
## [7120] "Petroleum Engineering"                                                                           
## [7121] "Biological Sciences"                                                                             
## [7122] "GSBS"                                                                                            
## [7123] "Communication"                                                                                   
## [7124] "Chemistry"                                                                                       
## [7125] "Civil and Environmental Engineering"                                                             
## [7126] "English"                                                                                         
## [7127] "Civil Engineering"                                                                               
## [7128] "religious studies"                                                                               
## [7129] "Interdisciplinary Theatre Studies"                                                               
## [7130] "History"                                                                                         
## [7131] "sociology"                                                                                       
## [7132] "History"                                                                                         
## [7133] "history"                                                                                         
## [7134] "university of iowa"                                                                              
## [7135] "East Asian Languages and Literature"                                                             
## [7136] "East Asian Languages and Literature"                                                             
## [7137] "Watson School of Biological Sciences"                                                            
## [7138] "history"                                                                                         
## [7139] "Asian Languages and Cultures"                                                                    
## [7140] "Geology"                                                                                         
## [7141] "history"                                                                                         
## [7142] "chemical engineering"                                                                            
## [7143] "History"                                                                                         
## [7144] "History"                                                                                         
## [7145] "Theology"                                                                                        
## [7146] "Aerospace Engineering"                                                                           
## [7147] "Religious Studies"                                                                               
## [7148] "Germanic Studies"                                                                                
## [7149] "geographic medicine"                                                                             
## [7150] "History"                                                                                         
## [7151] "Graduate Division of Religious Studies"                                                          
## [7152] "Graduate Division of Religious Studies"                                                          
## [7153] "Philosophy"                                                                                      
## [7154] "French and Italian"                                                                              
## [7155] "Biological Chemistry"                                                                            
## [7156] "Transportation Technology and Policy"                                                            
## [7157] "Chemistry"                                                                                       
## [7158] "Electrical and Computer Engineering"                                                             
## [7159] "Business"                                                                                        
## [7160] "Math"                                                                                            
## [7161] "Neuroscience"                                                                                    
## [7162] "Pharmacology and Toxicology"                                                                     
## [7163] "Biosciences PhD"                                                                                 
## [7164] "MGM"                                                                                             
## [7165] "Neuroscience"                                                                                    
## [7166] "Cultural Studies"                                                                                
## [7167] "Nutrition"                                                                                       
## [7168] "Sociology"                                                                                       
## [7169] "Neuroscience"                                                                                    
## [7170] "Anthropology"                                                                                    
## [7171] "Biology"                                                                                         
## [7172] "Mechanical Engineering"                                                                          
## [7173] "Mechanical Engineering"                                                                          
## [7174] "Environmental Engineering"                                                                       
## [7175] "Math CS"                                                                                         
## [7176] "Epidemiology"                                                                                    
## [7177] "Cell and Developmental Biology"                                                                  
## [7178] "Graduate Group in Applied Mathematics"                                                           
## [7179] "Mathematics"                                                                                     
## [7180] "Computer Science"                                                                                
## [7181] "Computer Science"                                                                                
## [7182] "Chemistry"                                                                                       
## [7183] "Chemistry"                                                                                       
## [7184] "Women's Gender and Sexuality Studies"                                                            
## [7185] "Biomedical Engineering"                                                                          
## [7186] "Political Science"                                                                               
## [7187] "Anthropology"                                                                                    
## [7188] "microbiology"                                                                                    
## [7189] "Comparative Literature"                                                                          
## [7190] "Sociology"                                                                                       
## [7191] "Biostatistics"                                                                                   
## [7192] "physics"                                                                                         
## [7193] "Chemical Engineering"                                                                            
## [7194] "Political Science"                                                                               
## [7195] "English"                                                                                         
## [7196] "Microbiology and Molecular Genetics"                                                             
## [7197] "Neuroscience"                                                                                    
## [7198] "History"                                                                                         
## [7199] "Sociology"                                                                                       
## [7200] "Environmental Health Sciences"                                                                   
## [7201] "Chemical Engineering"                                                                            
## [7202] "Nutrition and Health Sciences"                                                                   
## [7203] "Immunology and Molecular Pathogenesis"                                                           
## [7204] "Religion"                                                                                        
## [7205] "English"                                                                                         
## [7206] "MD PhD"                                                                                          
## [7207] "Microbiology"                                                                                    
## [7208] "chemistry"                                                                                       
## [7209] "Biomedical Engineering"                                                                          
## [7210] "Chemistry"                                                                                       
## [7211] "Comparative Lit"                                                                                 
## [7212] "Art History"                                                                                     
## [7213] "Cancer Biology"                                                                                  
## [7214] "Chemistry"                                                                                       
## [7215] "Microbiology and Molecular Genetics"                                                             
## [7216] "Art History"                                                                                     
## [7217] "Anthropology"                                                                                    
## [7218] "Computer Science"                                                                                
## [7219] "Chemical and Biomolecular Engineering"                                                           
## [7220] "Electrical Engineering"                                                                          
## [7221] "Molecular and Cellular Biology"                                                                  
## [7222] "Counseling and Higher Education"                                                                 
## [7223] "Communication"                                                                                   
## [7224] "School of Media and Communication"                                                               
## [7225] "Higher education and student affairs"                                                            
## [7226] "Chemical and Biochemical Engineering"                                                            
## [7227] "Art History"                                                                                     
## [7228] "American Culture Studies"                                                                        
## [7229] "School of Media and Communication"                                                               
## [7230] "Media and Communication"                                                                         
## [7231] "Computer Science"                                                                                
## [7232] "Education"                                                                                       
## [7233] "Marine Science Conservation"                                                                     
## [7234] "Geophysics"                                                                                      
## [7235] "Civil Engineering"                                                                               
## [7236] "Electrical Engineering"                                                                          
## [7237] "Nutrition"                                                                                       
## [7238] "chemical engineering"                                                                            
## [7239] "EEB"                                                                                             
## [7240] "EECS"                                                                                            
## [7241] "Dev and cell"                                                                                    
## [7242] "Education"                                                                                       
## [7243] "physics"                                                                                         
## [7244] "Biosciences"                                                                                     
## [7245] "Brain and Cognitive Sciences"                                                                    
## [7246] "English"                                                                                         
## [7247] "Chemistry"                                                                                       
## [7248] "Mechanical Engineering"                                                                          
## [7249] "Mechanical Aerospace Engineering"                                                                
## [7250] "Electrical and Computer Engineering"                                                             
## [7251] "Mechanical Engineering"                                                                          
## [7252] "Health Policy Management"                                                                        
## [7253] "Epidemiology"                                                                                    
## [7254] "Nutrition"                                                                                       
## [7255] "Nutrition"                                                                                       
## [7256] "Computer Science"                                                                                
## [7257] "Materials Science and Engineering"                                                               
## [7258] "English"                                                                                         
## [7259] "public health"                                                                                   
## [7260] "Linguistics"                                                                                     
## [7261] "Electrical Engineering"                                                                          
## [7262] "Bioengineering"                                                                                  
## [7263] "Chemistry"                                                                                       
## [7264] "Comparative Literature"                                                                          
## [7265] "Ece"                                                                                             
## [7266] "speech language hearing sciences"                                                                
## [7267] "Chinese"                                                                                         
## [7268] "Psychology"                                                                                      
## [7269] "Chemistry"                                                                                       
## [7270] "Performance Studies"                                                                             
## [7271] "microbiology"                                                                                    
## [7272] "Teacher's College"                                                                               
## [7273] "Material Science and Engineering"                                                                
## [7274] "Economics"                                                                                       
## [7275] "Applied Psychology Human Development"                                                            
## [7276] "College of Communications"                                                                       
## [7277] "Physics and Astronomy"                                                                           
## [7278] "Physics and Astronomy"                                                                           
## [7279] "public policy"                                                                                   
## [7280] "History"                                                                                         
## [7281] "Religious Studies"                                                                               
## [7282] "history"                                                                                         
## [7283] "Graduate Program in International Studies"                                                       
## [7284] "Social Behavioral Sciences"                                                                      
## [7285] "electrical engineering"                                                                          
## [7286] "Sociology"                                                                                       
## [7287] "Computational and Mathematical Engineering"                                                      
## [7288] "Department of English"                                                                           
## [7289] "Physics"                                                                                         
## [7290] "History"                                                                                         
## [7291] "Biomedical Engineering"                                                                          
## [7292] "Sociology"                                                                                       
## [7293] "Business"                                                                                        
## [7294] "Rosenstiel School of Marine and Atmospheric Sciences"                                            
## [7295] "English"                                                                                         
## [7296] "Sociology"                                                                                       
## [7297] "Epidemiology"                                                                                    
## [7298] "Sociology"                                                                                       
## [7299] "Sociology"                                                                                       
## [7300] "Economics"                                                                                       
## [7301] "Sociology"                                                                                       
## [7302] "Business"                                                                                        
## [7303] "Neuroscience"                                                                                    
## [7304] "Social Behavioral Sciences"                                                                      
## [7305] "Computer Science"                                                                                
## [7306] "Natural Resources"                                                                               
## [7307] "Business"                                                                                        
## [7308] "Chemical Engineering"                                                                            
## [7309] "Biomedical Sciences"                                                                             
## [7310] "Psychology"                                                                                      
## [7311] "Natural Resources"                                                                               
## [7312] "Chemical and Biomolecular Engineering"                                                           
## [7313] "Cell Biology"                                                                                    
## [7314] "Economics"                                                                                       
## [7315] "Chemistry"                                                                                       
## [7316] "Biomedical Sciences"                                                                             
## [7317] "biological sciences"                                                                             
## [7318] "Management"                                                                                      
## [7319] "Operations Research Center"                                                                      
## [7320] "Latin American Caribbean and US Latino Studies"                                                  
## [7321] "Latin American Caribbean and US Latino Studies"                                                  
## [7322] "Chemistry"                                                                                       
## [7323] "biomedical engineering"                                                                          
## [7324] "Earth and Environmental Science"                                                                 
## [7325] "Philosophy"                                                                                      
## [7326] "Chemistry"                                                                                       
## [7327] "English"                                                                                         
## [7328] "Neuroscience"                                                                                    
## [7329] "Math"                                                                                            
## [7330] "Applied Physics"                                                                                 
## [7331] "Neuroscience"                                                                                    
## [7332] "Chemistry"                                                                                       
## [7333] "Chemistry"                                                                                       
## [7334] "Pharmacology and Cancer Biology"                                                                 
## [7335] "Biomedical Sciences"                                                                             
## [7336] "College of Medicine Biomedical Sciences"                                                         
## [7337] "Mechanical Engineering"                                                                          
## [7338] "Electrical and Computer Engineering"                                                             
## [7339] "Civil Engineering"                                                                               
## [7340] "Civil Engineering"                                                                               
## [7341] "Political Science"                                                                               
## [7342] "Chemistry"                                                                                       
## [7343] "Economics"                                                                                       
## [7344] "Chemistry"                                                                                       
## [7345] "Foreign Languages and Literatures"                                                               
## [7346] "marine science"                                                                                  
## [7347] "Political Science"                                                                               
## [7348] "History"                                                                                         
## [7349] "History"                                                                                         
## [7350] "History"                                                                                         
## [7351] "History"                                                                                         
## [7352] "History"                                                                                         
## [7353] "Slavic Languages Literatures"                                                                    
## [7354] "Communication Studies"                                                                           
## [7355] "Institute of Child Development"                                                                  
## [7356] "Institute of Child Development"                                                                  
## [7357] "Institute of Child Development"                                                                  
## [7358] "Materials Science and Engineering"                                                               
## [7359] "Accounting"                                                                                      
## [7360] "Physics"                                                                                         
## [7361] "Mechanical Engineering"                                                                          
## [7362] "Mechanical Engineering"                                                                          
## [7363] "Religion"                                                                                        
## [7364] "Anatomy and Cell Biology Phd"                                                                    
## [7365] "Electrical Engineering and Computer Sciences"                                                    
## [7366] "English"                                                                                         
## [7367] "Chemistry"                                                                                       
## [7368] "Chemistry"                                                                                       
## [7369] "Psychology"                                                                                      
## [7370] "Comparative Literature"                                                                          
## [7371] "Political Science"                                                                               
## [7372] "Computer Engineering"                                                                            
## [7373] "Psychology"                                                                                      
## [7374] "Materials Science"                                                                               
## [7375] "Medicinal Chemistry"                                                                             
## [7376] "School of Biological and Population Health Sciences"                                             
## [7377] "city regional planning"                                                                          
## [7378] "ICES"                                                                                            
## [7379] "German"                                                                                          
## [7380] "Computer Science"                                                                                
## [7381] "Program in Biomedical Sciences"                                                                  
## [7382] "Chemical Engineering"                                                                            
## [7383] "school of journalism and mass communication"                                                     
## [7384] "Music"                                                                                           
## [7385] "Art"                                                                                             
## [7386] "Informatics"                                                                                     
## [7387] "Journalism and Mass Communication"                                                               
## [7388] "IGSP"                                                                                            
## [7389] "IGSP"                                                                                            
## [7390] "IGSP"                                                                                            
## [7391] "sociology"                                                                                       
## [7392] "School of Psychology"                                                                            
## [7393] "Marketing PhD"                                                                                   
## [7394] "Biosciences"                                                                                     
## [7395] "Aerospace Engineering"                                                                           
## [7396] "Physics and Astronomy"                                                                           
## [7397] "Divinity School"                                                                                 
## [7398] "Statistics"                                                                                      
## [7399] "Biomedical Informatics"                                                                          
## [7400] "Materials science"                                                                               
## [7401] "Biochemistry Cell Biology"                                                                       
## [7402] "Applied physics"                                                                                 
## [7403] "Chemistry"                                                                                       
## [7404] "Higher Education"                                                                                
## [7405] "Business"                                                                                        
## [7406] "Chemical Engineering"                                                                            
## [7407] "Mechanical Engineering"                                                                          
## [7408] "Classics"                                                                                        
## [7409] "Chemistry"                                                                                       
## [7410] "Chemistry"                                                                                       
## [7411] "Chemistry"                                                                                       
## [7412] "Gender Studies"                                                                                  
## [7413] "Political Science"                                                                               
## [7414] "History"                                                                                         
## [7415] "Sociology"                                                                                       
## [7416] "Department of Counseling Higher Education and Special Education"                                 
## [7417] "English"                                                                                         
## [7418] "OEAS"                                                                                            
## [7419] "Chemical Biology"                                                                                
## [7420] "Psychology"                                                                                      
## [7421] "Political Science"                                                                               
## [7422] "Business"                                                                                        
## [7423] "Biomedical Engineering"                                                                          
## [7424] "Physics"                                                                                         
## [7425] "Institute of Molecular Engineering"                                                              
## [7426] "german"                                                                                          
## [7427] "Biomedical Engineering"                                                                          
## [7428] "Mechanical Engineering"                                                                          
## [7429] "Chemistry"                                                                                       
## [7430] "Biological Biomedical Science"                                                                   
## [7431] "electrical and computer engineering"                                                             
## [7432] "Bioengineering"                                                                                  
## [7433] "Physics"                                                                                         
## [7434] "Biomedical Engineering"                                                                          
## [7435] "Sociology"                                                                                       
## [7436] "History"                                                                                         
## [7437] "Petroleum Engineering"                                                                           
## [7438] "Chemistry"                                                                                       
## [7439] "Biology PhD program"                                                                             
## [7440] "Mass Communication"                                                                              
## [7441] "Political Science"                                                                               
## [7442] "American Culture Studies"                                                                        
## [7443] "Linguistics"                                                                                     
## [7444] "English"                                                                                         
## [7445] "Sociology"                                                                                       
## [7446] "Linguistics"                                                                                     
## [7447] "Biochemistry"                                                                                    
## [7448] "Anthropology"                                                                                    
## [7449] "Biology"                                                                                         
## [7450] "Health Services Research"                                                                        
## [7451] "Philosophy"                                                                                      
## [7452] "Computational Biology"                                                                           
## [7453] "EECS"                                                                                            
## [7454] "Political Science"                                                                               
## [7455] "Mat Sci"                                                                                         
## [7456] "Genetics and Genomics"                                                                           
## [7457] "Chemical Biology"                                                                                
## [7458] "Sociology"                                                                                       
## [7459] "Anthropology"                                                                                    
## [7460] "Anthropology"                                                                                    
## [7461] "physics"                                                                                         
## [7462] "Cell Biology"                                                                                    
## [7463] "Communication Studies"                                                                           
## [7464] "History of Science Technology and Medicine"                                                      
## [7465] "Physics"                                                                                         
## [7466] "MBIDP"                                                                                           
## [7467] "Computer Science"                                                                                
## [7468] "Computer Science"                                                                                
## [7469] "Computer Science"                                                                                
## [7470] "Computer Science"                                                                                
## [7471] "Computer Science"                                                                                
## [7472] "Civil Engineering"                                                                               
## [7473] "electrical and computer engineering"                                                             
## [7474] "MAE"                                                                                             
## [7475] "Scripps Institution of Oceanography"                                                             
## [7476] "Civil Engineering"                                                                               
## [7477] "Microbiology and Immunology"                                                                     
## [7478] "Phd Public Policy"                                                                               
## [7479] "Physics"                                                                                         
## [7480] "Institute of Optics"                                                                             
## [7481] "GSPH EOH"                                                                                        
## [7482] "Political Science"                                                                               
## [7483] "Political Science"                                                                               
## [7484] "Political Science"                                                                               
## [7485] "Microbiology"                                                                                    
## [7486] "Cell and Molecular Biology"                                                                      
## [7487] "GMCB"                                                                                            
## [7488] "Electrical and Computer Engineering"                                                             
## [7489] "Sociology"                                                                                       
## [7490] "Psychology"                                                                                      
## [7491] "Personal Financial Planning"                                                                     
## [7492] "Music"                                                                                           
## [7493] "Physics"                                                                                         
## [7494] "Integrated Life Sciences"                                                                        
## [7495] "Physics"                                                                                         
## [7496] "Physics"                                                                                         
## [7497] "Chemistry"                                                                                       
## [7498] "Chemistry"                                                                                       
## [7499] "Astronomy"                                                                                       
## [7500] "Astronomy"                                                                                       
## [7501] "Astronomy"                                                                                       
## [7502] "materials"                                                                                       
## [7503] "History"                                                                                         
## [7504] "Economics"                                                                                       
## [7505] "Biomedical Engineering"                                                                          
## [7506] "CLINICAL HEALTH PSYCHOLOGY"                                                                      
## [7507] "Art Art History Visual Studies"                                                                  
## [7508] "Psychology"                                                                                      
## [7509] "Psychology"                                                                                      
## [7510] "Immunology"                                                                                      
## [7511] "Romance"                                                                                         
## [7512] "phd leadership"                                                                                  
## [7513] "Fuqua School of Business"                                                                        
## [7514] "Medical Physics"                                                                                 
## [7515] "Molecular and Cellular Biology"                                                                  
## [7516] "Graduate Program in Religion"                                                                    
## [7517] "Immunology"                                                                                      
## [7518] "Physics"                                                                                         
## [7519] "Medical Physics"                                                                                 
## [7520] "Pharmacology"                                                                                    
## [7521] "Economics"                                                                                       
## [7522] "Biology"                                                                                         
## [7523] "Mechanical Engineering and Materials Science"                                                    
## [7524] "Cell Biology"                                                                                    
## [7525] "Pharmacology and Cancer Biology"                                                                 
## [7526] "Romance Studies"                                                                                 
## [7527] "Religion"                                                                                        
## [7528] "Chemistry"                                                                                       
## [7529] "Music"                                                                                           
## [7530] "Music"                                                                                           
## [7531] "Chemistry"                                                                                       
## [7532] "Economics"                                                                                       
## [7533] "Economics"                                                                                       
## [7534] "Sociology"                                                                                       
## [7535] "English"                                                                                         
## [7536] "Cognitive Neuroscience Admitting Program"                                                        
## [7537] "Mechanical Engineering"                                                                          
## [7538] "DGP Life Sciences"                                                                               
## [7539] "Pharmacology Cancer Biology Graduate School"                                                     
## [7540] "Education"                                                                                       
## [7541] "Education"                                                                                       
## [7542] "Education"                                                                                       
## [7543] "Microbiology Immunology"                                                                         
## [7544] "Biomedical Informatics"                                                                          
## [7545] "BBS"                                                                                             
## [7546] "BBS"                                                                                             
## [7547] "Materials Science Engineering"                                                                   
## [7548] "BBS"                                                                                             
## [7549] "Division of Medical Sciences Biological Biomedical Sciences"                                     
## [7550] "Chemistry and Biochemistry"                                                                      
## [7551] "Chemistry and Chemical Biology"                                                                  
## [7552] "The Integrative Molecular and Biomedical Sciences Graduate Program"                              
## [7553] "Mechanical Engineering"                                                                          
## [7554] "Biology"                                                                                         
## [7555] "Cell Biology and Physiology"                                                                     
## [7556] "Mathematics"                                                                                     
## [7557] "Computational Biology and Medicine"                                                              
## [7558] "Chemistry"                                                                                       
## [7559] "Veterinary Physiology Pharmacology"                                                              
## [7560] "Mathematics Program in Neuroscience"                                                             
## [7561] "Psychology and Neuroscience"                                                                     
## [7562] "Economics"                                                                                       
## [7563] "Chemistry"                                                                                       
## [7564] "School of Public Policy"                                                                         
## [7565] "Civil Engineering"                                                                               
## [7566] "Food science and human nutrition"                                                                
## [7567] "economics"                                                                                       
## [7568] "psychological sciences"                                                                          
## [7569] "Chemical Engineering"                                                                            
## [7570] "Materials Science and Engineering"                                                               
## [7571] "economics"                                                                                       
## [7572] "Bioengineering"                                                                                  
## [7573] "Physics"                                                                                         
## [7574] "Civil Engineering"                                                                               
## [7575] "Molecular and Cellular Biology"                                                                  
## [7576] "chemical engineering"                                                                            
## [7577] "Program in Biomedical Sciences"                                                                  
## [7578] "Economics"                                                                                       
## [7579] "Economics"                                                                                       
## [7580] "integrative biology"                                                                             
## [7581] "Cognitive Neuroscience Admitting Program"                                                        
## [7582] "computer science and engineering"                                                                
## [7583] "electrical engineering"                                                                          
## [7584] "Chemistry"                                                                                       
## [7585] "Biomedical Engineering"                                                                          
## [7586] "Material Science Engineering"                                                                    
## [7587] "Economics"                                                                                       
## [7588] "integrative molecular and biomedical sciences"                                                   
## [7589] "Biochemistry"                                                                                    
## [7590] "Economics"                                                                                       
## [7591] "electrical and computer engineering"                                                             
## [7592] "materials science and engineering"                                                               
## [7593] "Comparative Literature"                                                                          
## [7594] "College of Education Exceptional Education"                                                      
## [7595] "oceanography"                                                                                    
## [7596] "Aeronautics Astronautics"                                                                        
## [7597] "Materials Science"                                                                               
## [7598] "Mathematics"                                                                                     
## [7599] "philosophy"                                                                                      
## [7600] "MSE"                                                                                             
## [7601] "Economics"                                                                                       
## [7602] "Molecular and Human Genetics"                                                                    
## [7603] "Bioengineering"                                                                                  
## [7604] "developmental biology"                                                                           
## [7605] "Mechanical Engineering"                                                                          
## [7606] "Computational Science and Engineering"                                                           
## [7607] "Sociology"                                                                                       
## [7608] "Mechanical Engineering"                                                                          
## [7609] "Materials Science and Engineering"                                                               
## [7610] "Electrical and Computer Engineering"                                                             
## [7611] "Medicinal Chemistry"                                                                             
## [7612] "Materials"                                                                                       
## [7613] "materials science"                                                                               
## [7614] "ECE"                                                                                             
## [7615] "Institue of Biosciences and Technology"                                                          
## [7616] "Integrative Molecular and Biomedical Sciences"                                                   
## [7617] "Immunology"                                                                                      
## [7618] "Program in Chemical Biology"                                                                     
## [7619] "Materials Science and Engineering"                                                               
## [7620] "Chemical Engineering"                                                                            
## [7621] "MSE"                                                                                             
## [7622] "medical microbiology and immunology"                                                             
## [7623] "materials science and engineering"                                                               
## [7624] "deveopmental biology"                                                                            
## [7625] "Psychology"                                                                                      
## [7626] "English"                                                                                         
## [7627] "Environmental Science and Technology"                                                            
## [7628] "Electrical Engineering and Computer Science"                                                     
## [7629] "mse"                                                                                             
## [7630] "Molecular and Human Genetics"                                                                    
## [7631] "Neuroscience"                                                                                    
## [7632] "Biological and Biomedical Sciences"                                                              
## [7633] "Chemistry"                                                                                       
## [7634] "Chemical Engineering"                                                                            
## [7635] "Developmental biology"                                                                           
## [7636] "CSL"                                                                                             
## [7637] "Neuroscience"                                                                                    
## [7638] "Chemistry or Biology"                                                                            
## [7639] "biomedical engineering"                                                                          
## [7640] "Biology"                                                                                         
## [7641] "Materials Science and Engineering"                                                               
## [7642] "IMBS"                                                                                            
## [7643] "Mathematics"                                                                                     
## [7644] "Neuroscience"                                                                                    
## [7645] "English"                                                                                         
## [7646] "Engineering Sciences and Applied Mathematics"                                                    
## [7647] "Biomedical Engineering"                                                                          
## [7648] "Materials Science and Engineering"                                                               
## [7649] "Bioengineering"                                                                                  
## [7650] "Mathematics"                                                                                     
## [7651] "Materials Science and Engineering"                                                               
## [7652] "Mechanical and Aerospace Engineering"                                                            
## [7653] "Materials Science and Engineering"                                                               
## [7654] "Materials Science and Engineering"                                                               
## [7655] "Materials Science and Engineering"                                                               
## [7656] "Materials Science and Engineering"                                                               
## [7657] "Materials Science and Engineering"                                                               
## [7658] "Materials Science and Engineering"                                                               
## [7659] "materials science engineering"                                                                   
## [7660] "Mechanical and Aerospace Engineering"                                                            
## [7661] "Economics"                                                                                       
## [7662] "MSE"                                                                                             
## [7663] "Molecular Microbiology"                                                                          
## [7664] "Rossier School of Education PhD"                                                                 
## [7665] "Bioengineering"                                                                                  
## [7666] "Biochemistry"                                                                                    
## [7667] "Interdepartmental moleculer and biomedical sciences"                                             
## [7668] "IMBS"                                                                                            
## [7669] "Chemistry"                                                                                       
## [7670] "Microbiology"                                                                                    
## [7671] "Biochemistry"                                                                                    
## [7672] "Physiology"                                                                                      
## [7673] "Chemical Engineering"                                                                            
## [7674] "Chemistry"                                                                                       
## [7675] "Mathematics"                                                                                     
## [7676] "Chemistry"                                                                                       
## [7677] "Materials"                                                                                       
## [7678] "mechanical engineering"                                                                          
## [7679] "Neuroscience"                                                                                    
## [7680] "Biology"                                                                                         
## [7681] "Politics"                                                                                        
## [7682] "Politics"                                                                                        
## [7683] "Politics"                                                                                        
## [7684] "Politics"                                                                                        
## [7685] "Immunology"                                                                                      
## [7686] "School of Environment"                                                                           
## [7687] "Sociology"                                                                                       
## [7688] "Psychology"                                                                                      
## [7689] "Molecular Genetics and Microbiology MGM"                                                         
## [7690] "Neuroscience"                                                                                    
## [7691] "electrical systems"                                                                              
## [7692] "Chemistry"                                                                                       
## [7693] "Computer Science"                                                                                
## [7694] "Religion"                                                                                        
## [7695] "Religion"                                                                                        
## [7696] "Religion"                                                                                        
## [7697] "school of education"                                                                             
## [7698] "Biology"                                                                                         
## [7699] "Biochemistry Cell and Developmental Biology"                                                     
## [7700] "Biomedical Graduate Studies Neuroscience"                                                        
## [7701] "Neuroscience"                                                                                    
## [7702] "Psychology"                                                                                      
## [7703] "chemistry"                                                                                       
## [7704] "GDBBS"                                                                                           
## [7705] "Epidemiology"                                                                                    
## [7706] "Geography"                                                                                       
## [7707] "Curriculum and Instruction"                                                                      
## [7708] "Curriculum and Instruction"                                                                      
## [7709] "History"                                                                                         
## [7710] "Curriculum and Instruction"                                                                      
## [7711] "Curriculum and Instruction"                                                                      
## [7712] "Curriculum and Instruction"                                                                      
## [7713] "Curriculum and Instruction"                                                                      
## [7714] "Materials science"                                                                               
## [7715] "Geography"                                                                                       
## [7716] "Chemistry"                                                                                       
## [7717] "Chemistry"                                                                                       
## [7718] "Chemistry"                                                                                       
## [7719] "Chemistry"                                                                                       
## [7720] "Geography"                                                                                       
## [7721] "MD PhD Medical Scientist Training Program"                                                       
## [7722] "Materials Science and Engineering"                                                               
## [7723] "Meteorology and Physical Oceanography"                                                           
## [7724] "History"                                                                                         
## [7725] "Public History"                                                                                  
## [7726] "Curriculum and Instruction"                                                                      
## [7727] "Public Health"                                                                                   
## [7728] "Education"                                                                                       
## [7729] "Civil Engineering"                                                                               
## [7730] "Entomology Dept Molecular Biology based research"                                                
## [7731] "psychology"                                                                                      
## [7732] "Microbiology Immunology and Cancer Biology"                                                      
## [7733] "Neuroscience"                                                                                    
## [7734] "Materials Science and Engineering"                                                               
## [7735] "Medical School Biomedical Graduate Studies"                                                      
## [7736] "Mechanical Engineering and Materials Science"                                                    
## [7737] "Economics"                                                                                       
## [7738] "Molecular Biology"                                                                               
## [7739] "Physics and Astronomy PhD"                                                                       
## [7740] "Materials Science and Engineering"                                                               
## [7741] "Microbiology"                                                                                    
## [7742] "Computer Science Engineering"                                                                    
## [7743] "Chemical and Biomolecular Engineering"                                                           
## [7744] "Sociology"                                                                                       
## [7745] "Physics"                                                                                         
## [7746] "Robotics Institute"                                                                              
## [7747] "ece"                                                                                             
## [7748] "Social science"                                                                                  
## [7749] "Electrical and Computer Engineering"                                                             
## [7750] "Graduate School of Education"                                                                    
## [7751] "Graduate School of Education"                                                                    
## [7752] "Graduate Program Biology Chemistry"                                                              
## [7753] "Graduate School of Education Educational Lingustics"                                             
## [7754] "Medical Scientist Training Program MD PhD program"                                               
## [7755] "Medical Scientist Training Program MD PhD program"                                               
## [7756] "Medical Scientist Training Program MD PhD program"                                               
## [7757] "Medical Scientist Training Program MD PhD program"                                               
## [7758] "Biochemistry Neuroscience"                                                                       
## [7759] "Cancer Biology"                                                                                  
## [7760] "Sociology"                                                                                       
## [7761] "Graduate School of Education"                                                                    
## [7762] "Graduate School of Education"                                                                    
## [7763] "chemical engineering"                                                                            
## [7764] "sociology"                                                                                       
## [7765] "Mechanical Engineering"                                                                          
## [7766] "Educational Linguistics"                                                                         
## [7767] "microbiology"                                                                                    
## [7768] "Mechanical engineering"                                                                          
## [7769] "GDBBS BCDB"                                                                                      
## [7770] "Policy Analysis"                                                                                 
## [7771] "Electrical engineering"                                                                          
## [7772] "NINDS"                                                                                           
## [7773] "NINDS"                                                                                           
## [7774] "microbiology"                                                                                    
## [7775] "microbiology"                                                                                    
## [7776] "Physics"                                                                                         
## [7777] "Biosciences"                                                                                     
## [7778] "Computer Science"                                                                                
## [7779] "Chemical and Biomolecular Engineering"                                                           
## [7780] "Biology Johns Hopkins Partnership Program"                                                       
## [7781] "Biology Johns Hopkins Partnership Program"                                                       
## [7782] "Biology Johns Hopkins Partnership Program"                                                       
## [7783] "Biology Johns Hopkins Partnership Program"                                                       
## [7784] "Biology Johns Hopkins Partnership Program"                                                       
## [7785] "Biology Johns Hopkins Partnership Program"                                                       
## [7786] "chemical engineering"                                                                            
## [7787] "Biological Resources Engineering"                                                                
## [7788] "Electrical Engineering"                                                                          
## [7789] "Computer Science"                                                                                
## [7790] "Transnational Studies"                                                                           
## [7791] "Economics"                                                                                       
## [7792] "Biological Resources Engineering"                                                                
## [7793] "Biological Resources Engineering"                                                                
## [7794] "Cell and Molecular Biology"                                                                      
## [7795] "Social and Political Science"                                                                    
## [7796] "Genetics"                                                                                        
## [7797] "Materials Science and Engineering"                                                               
## [7798] "Materials Science and Engineering"                                                               
## [7799] "developmental and stem cell biology"                                                             
## [7800] "Algorithms Combinatorics Optimization"                                                           
## [7801] "Developmental and Stem Cell Biology"                                                             
## [7802] "Computational Biology and Bioinformatics"                                                        
## [7803] "Computational Biology and Bioinformatics"                                                        
## [7804] "Computational Biology and Bioinformatics"                                                        
## [7805] "Aerospace Engineering"                                                                           
## [7806] "Physics"                                                                                         
## [7807] "Cell and Molecular Biology"                                                                      
## [7808] "Biomedical Engineering"                                                                          
## [7809] "Neuroscience IDP"                                                                                
## [7810] "Chemistry"                                                                                       
## [7811] "Biology"                                                                                         
## [7812] "Bioengineering"                                                                                  
## [7813] "Biochemistry"                                                                                    
## [7814] "GMB"                                                                                             
## [7815] "Biomedical Engineering"                                                                          
## [7816] "BBSP"                                                                                            
## [7817] "Computational Biology Bioinformatics"                                                            
## [7818] "Molecular Biology"                                                                               
## [7819] "Program in Computational Biology and Bioinformatics"                                             
## [7820] "Aerospace Engineering"                                                                           
## [7821] "Computer Science"                                                                                
## [7822] "Computer Science"                                                                                
## [7823] "Biomedical Engineering"                                                                          
## [7824] "Chemical Engineering"                                                                            
## [7825] "Engineering Mechanics"                                                                           
## [7826] "Astronomy"                                                                                       
## [7827] "Astronomy"                                                                                       
## [7828] "Astronomy"                                                                                       
## [7829] "Astronomy"                                                                                       
## [7830] "Astronomy"                                                                                       
## [7831] "ECE"                                                                                             
## [7832] "Ecology and Evolution"                                                                           
## [7833] "Ecology and Evolution"                                                                           
## [7834] "Ecology and Evolutionary Biology"                                                                
## [7835] "Behavioral Neuroscience"                                                                         
## [7836] "Communication"                                                                                   
## [7837] "Biology"                                                                                         
## [7838] "Astronomy"                                                                                       
## [7839] "Neurosciences"                                                                                   
## [7840] "Materials Science and Engineering"                                                               
## [7841] "Chemistry"                                                                                       
## [7842] "EBIO"                                                                                            
## [7843] "Quantitative and Computational Biology"                                                          
## [7844] "Biomedical Engineering"                                                                          
## [7845] "Mechanical Engineering"                                                                          
## [7846] "Epidemiology"                                                                                    
## [7847] "Biomedical Engineering"                                                                          
## [7848] "Aerospace Engineering"                                                                           
## [7849] "Computer Science"                                                                                
## [7850] "Aerospace Engineering"                                                                           
## [7851] "Neuroscience"                                                                                    
## [7852] "Graduate School of Education"                                                                    
## [7853] "Aerospace Engineering"                                                                           
## [7854] "aerospace engineering"                                                                           
## [7855] "Mechanical Engineering"                                                                          
## [7856] "Math"                                                                                            
## [7857] "Biology"                                                                                         
## [7858] "Computer Science"                                                                                
## [7859] "Biochemistry"                                                                                    
## [7860] "Chemical Engineering"                                                                            
## [7861] "Biomedical Engineering"                                                                          
## [7862] "Chemical Engineering"                                                                            
## [7863] "Biomedical Engineering"

Visualise most common departments

library(wordcloud)
library(RColorBrewer)
library(wordcloud2)
library(tm)
text <- edu$Department
docs <- Corpus(VectorSource(text))
docs <- tm_map(docs, removePunctuation)
docs <- tm_map(docs, stemDocument)  #stemmed text to remove plurals as separate cases (eg., sciences & science are the same)
docs <- tm_map(docs, removeWords, stopwords("english"))  #remove words like 'and' 
docs <- tm_map(docs, content_transformer(tolower))

dtm <- TermDocumentMatrix(docs)
matrix <- as.matrix(dtm)
words <- sort(rowSums(matrix), decreasing = TRUE)
df <- data.frame(word = names(words), freq = words)
set.seed(1234)  # for reproducibility 
wordcloud(words = df$word, freq = df$freq, min.freq = 1, max.words = 200, random.order = FALSE, 
    rot.per = 0.35, colors = brewer.pal(8, "Dark2"))

## another visualization

barplot(df[1:10, ]$freq, las = 2, names.arg = df[1:10, ]$word, col = "lightblue", 
    main = "Most frequent words", ylab = "Word frequencies")

# findAssocs(dtm, terms = 'science', corlimit = 0.3) sticking with the top 10
# words to create dept. categories.

Filter anything that doesn’t have one of the top departments in it

# not including science since captured in things like 'political science' and
# biology is a science yields 1740 observations

edu <- as.data.frame(edu)

edu$top_ten_depts <- grepl("Biology|Comput|Engineer|Biomed|English|Physic|Molecular|Materi", 
    edu$Department)  #T/F return for any dept that is not in top 10 

edu.filt <- subset(edu, top_ten_depts == "TRUE")

Assign to groups

# edu.filt <- edu.filt %>% drop_na(University, Department)
library(stringr)

dept.label <- function(deptartment) {
    out <- deptartment
    for (i in 1:length(deptartment)) {
        if (str_detect(deptartment[i], "Biology")) {
            out[i] <- "Biology"
        } else if (str_detect(deptartment[i], "Comput")) {
            out[i] <- "Computing"
        } else if (str_detect(deptartment[i], "Biomed")) {
            out[i] <- "Biomedical"
        } else if (str_detect(deptartment[i], "English")) {
            out[i] <- "English"
        } else if (str_detect(deptartment[i], "Physic")) {
            out[i] <- "Physics"
        } else if (str_detect(deptartment[i], "Molecular")) {
            out[i] <- "Molecular"
        } else if (str_detect(deptartment[i], "Materi")) {
            out[i] <- "Materials Science"
        } else {
            out[i] <- "Other"
        }
    }
    return(out)
}

edu.filt$label <- dept.label(edu.filt$Department)

Visualize pay across to departments / other plots

edu.filt$Overall.Pay <- gsub("\\$", "", edu.filt$Overall.Pay)
edu.filt$Overall.Pay <- gsub(",", "", edu.filt$Overall.Pay)
edu.filt$Overall.Pay <- as.numeric(edu.filt$Overall.Pay)

pay.by.dept <- ggplot(edu.filt, aes(x = label, y = Overall.Pay)) + geom_boxplot(aes(fill = factor(label))) + 
    theme_bw() + ggtitle("Overall Pay by Department") + xlab("Area of Study") + ylab("Overall Pay") + 
    theme(axis.text.x = element_text(angle = 45))
print(pay.by.dept)

pay.by.yr <- ggplot(edu.filt, aes(x = Program.Year, y = Overall.Pay)) + geom_boxplot(aes(fill = factor(Program.Year))) + 
    theme_bw() + ggtitle("Overall Pay by Academic Year") + xlab("Program Year") + 
    ylab("Overall Pay")
print(pay.by.yr)

edu.filt.four.year <- filter(edu.filt, Program.Year <= 4)  #1669 observations 

pay.by.4yr <- ggplot(edu.filt.four.year, aes(x = Program.Year, y = Overall.Pay)) + 
    geom_boxplot(aes(fill = factor(Program.Year))) + facet_wrap(vars(label)) + theme_bw() + 
    ggtitle("Overall Pay: First 4 AYs") + xlab("Program Year") + ylab("Overall Pay")
print(pay.by.4yr)

ANOVA

library(formattable)

formattable(group_by(edu.filt.four.year, label) %>% summarise(count = n(), mean = mean(Overall.Pay, 
    na.rm = TRUE), sd = sd(Overall.Pay, na.rm = TRUE)))
label count mean sd
Biology 367 27037.69 7395.450
Biomedical 225 29911.55 5830.781
Computing 268 24964.99 7883.413
English 193 19436.11 6349.503
Materials Science 95 27767.79 6411.828
Molecular 68 29158.69 3677.384
Other 449 25961.86 7878.513
Physics 164 26242.87 7202.507
ggline(edu.filt.four.year, x = "label", y = "Overall.Pay", add = c("mean_se", "jitter"), 
    order = c("Biology", "Biomedical", "Computing", "English", "Materials Science", 
        "Molecular", "Physics", "Other"), ylab = "Overall Pay", xlab = "Department")

# Compute ANOVA
res.aov <- aov(Overall.Pay ~ label, data = edu.filt.four.year)
summary(res.aov)
##               Df    Sum Sq   Mean Sq F value Pr(>F)    
## label          7 1.342e+10 1.917e+09   37.53 <2e-16 ***
## Residuals   1821 9.300e+10 5.107e+07                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
plot(res.aov, 1)

plot(res.aov, 2)  # outliers, may affect HOV 

TukeyHSD(res.aov)
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Overall.Pay ~ label, data = edu.filt.four.year)
## 
## $label
##                                     diff         lwr        upr     p adj
## Biomedical-Biology             2873.8590   1037.7320  4709.9860 0.0000599
## Computing-Biology             -2072.7033  -3815.1222  -330.2843 0.0075866
## English-Biology               -7601.5781  -9529.7621 -5673.3941 0.0000000
## Materials Science-Biology       730.0974  -1766.1769  3226.3717 0.9872079
## Molecular-Biology              2120.9991   -742.0137  4984.0119 0.3235285
## Other-Biology                 -1075.8324  -2601.8341   450.1693 0.3898877
## Physics-Biology                -794.8262  -2831.6735  1242.0210 0.9365631
## Computing-Biomedical          -4946.5623  -6907.3517 -2985.7729 0.0000000
## English-Biomedical           -10475.4371 -12603.0097 -8347.8646 0.0000000
## Materials Science-Biomedical  -2143.7616  -4797.0722   509.5489 0.2172869
## Molecular-Biomedical           -752.8599  -3753.7788  2248.0589 0.9949453
## Other-Biomedical              -3949.6914  -5720.9488 -2178.4341 0.0000000
## Physics-Biomedical            -3668.6853  -5895.2112 -1442.1593 0.0000173
## English-Computing             -5528.8748  -7576.1233 -3481.6263 0.0000000
## Materials Science-Computing    2802.8007    213.4536  5392.1477 0.0231499
## Molecular-Computing            4193.7024   1249.1862  7138.2185 0.0004329
## Other-Computing                 996.8709   -677.0509  2670.7927 0.6153148
## Physics-Computing              1277.8770   -872.0252  3427.7792 0.6176917
## Materials Science-English      8331.6755   5613.8477 11049.5033 0.0000000
## Molecular-English              9722.5772   6664.4658 12780.6885 0.0000000
## Other-English                  6525.7457   4659.2292  8392.2622 0.0000000
## Physics-English                6806.7519   4503.7214  9109.7823 0.0000000
## Molecular-Materials Science    1390.9017  -2053.7371  4835.5405 0.9245413
## Other-Materials Science       -1805.9298  -4254.8838   643.0242 0.3295628
## Physics-Materials Science     -1524.9236  -4320.8923  1271.0451 0.7163922
## Other-Molecular               -3196.8315  -6018.6807  -374.9823 0.0139061
## Physics-Molecular             -2915.8253  -6043.5878   211.9371 0.0885928
## Physics-Other                   281.0062  -1697.5633  2259.5756 0.9998753
aov_residuals <- residuals(object = res.aov)
shapiro.test(x = aov_residuals)  # data set violates normality 
## 
##  Shapiro-Wilk normality test
## 
## data:  aov_residuals
## W = 0.98993, p-value = 5.908e-10
kw.by.yr <- kruskal.test(Overall.Pay ~ label, data = edu.filt.four.year)  #cause some of the ANOVA assumptions violated 
DT <- dunnTest(Overall.Pay ~ label, data = edu.filt.four.year, method = "bh")
print(DT)
##                        Comparison           Z      P.unadj        P.adj
## 1            Biology - Biomedical  -4.9170990 8.783612e-07 2.235829e-06
## 2             Biology - Computing   3.4272228 6.097886e-04 1.313391e-03
## 3          Biomedical - Computing   7.6500189 2.009498e-14 7.033241e-14
## 4               Biology - English  11.3573787 6.815915e-30 9.542281e-29
## 5            Biomedical - English  14.5365357 7.110092e-48 1.990826e-46
## 6             Computing - English   7.7799340 7.256241e-15 2.902496e-14
## 7     Biology - Materials Science  -0.4639457 6.426867e-01 6.664899e-01
## 8  Biomedical - Materials Science   2.9662124 3.014922e-03 5.276114e-03
## 9   Computing - Materials Science  -2.7535102 5.895993e-03 9.711047e-03
## 10    English - Materials Science  -8.4837059 2.181327e-17 1.221543e-16
## 11            Biology - Molecular  -2.5555767 1.060120e-02 1.649075e-02
## 12         Biomedical - Molecular   0.5704151 5.683962e-01 6.121190e-01
## 13          Computing - Molecular  -4.5129000 6.394717e-06 1.492101e-05
## 14            English - Molecular  -9.5535321 1.253482e-21 8.774371e-21
## 15  Materials Science - Molecular  -1.7878546 7.379948e-02 1.033193e-01
## 16                Biology - Other   1.5386104 1.238994e-01 1.651993e-01
## 17             Biomedical - Other   6.4227484 1.338356e-10 4.163775e-10
## 18              Computing - Other  -2.1648179 3.040164e-02 4.480241e-02
## 19                English - Other -10.4746964 1.128993e-25 1.053727e-24
## 20      Materials Science - Other   1.4316552 1.522425e-01 1.776163e-01
## 21              Molecular - Other   3.4249070 6.150098e-04 1.230020e-03
## 22              Biology - Physics   1.4458184 1.482281e-01 1.804517e-01
## 23           Biomedical - Physics   5.3775835 7.549220e-08 2.113782e-07
## 24            Computing - Physics  -1.4078532 1.591745e-01 1.782755e-01
## 25              English - Physics  -8.2301148 1.870342e-16 8.728262e-16
## 26    Materials Science - Physics   1.4674867 1.422437e-01 1.810374e-01
## 27            Molecular - Physics   3.2807991 1.035135e-03 1.932251e-03
## 28                Other - Physics   0.3017276 7.628597e-01 7.628597e-01

Explore LW / Predict Pay from LW Ratio?

library(caTools)

edu.filt.four.year <- filter(edu.filt.four.year, LW.Ratio >= 0)  # remove negative values 

correlate <- cor(edu.filt.four.year$Overall.Pay, edu.filt.four.year$LW.Ratio, use = "na.or.complete")

scatter <- ggplot(edu.filt.four.year, aes(x = LW.Ratio, y = Overall.Pay, color = factor(label))) + 
    geom_point() + geom_jitter() + facet_grid(. ~ label) + xlab("LW Ratio") + ylab("Overall Pay") + 
    ggtitle("Relationship Between Overall Pay and LW Ratio by Department") + theme_bw() + 
    theme(axis.text.x = element_text(angle = 90), strip.text = element_text(face = "bold", 
        size = 5.5))

print(scatter)

scatter2 <- ggplot(edu.filt.four.year, aes(x = LW.Ratio, y = Overall.Pay, color = factor(label))) + 
    geom_point() + geom_jitter() + facet_grid(label ~ Program.Year) + xlab("LW Ratio by Program Year") + 
    ylab("Overall Pay") + ggtitle("Relationship Between Overall Pay and LW Ratio by Department") + 
    theme_bw() + theme(axis.text.x = element_text(angle = 90), strip.text = element_text(face = "bold", 
    size = 5.5))

print(scatter2)

# not yet splitting by test/train trialmod <- lm(Overall.Pay ~ LW.Ratio +
# factor(label), data=edu.filt.four.year) summary(trialmod)

# train prediction model
set.seed(123)
split <- sample.split(edu.filt.four.year$Overall.Pay, SplitRatio = 0.7)
train <- subset(edu.filt.four.year, split == T)
test <- subset(edu.filt.four.year, split == F)

model.pay <- lm(Overall.Pay ~ LW.Ratio, data = train)
summary(model.pay)
## 
## Call:
## lm(formula = Overall.Pay ~ LW.Ratio, data = train)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -9726.9 -2320.2  -577.2  2051.1 10185.7 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   1531.9      369.9   4.142 3.67e-05 ***
## LW.Ratio     22041.3      315.3  69.901  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3416 on 1311 degrees of freedom
## Multiple R-squared:  0.7884, Adjusted R-squared:  0.7883 
## F-statistic:  4886 on 1 and 1311 DF,  p-value: < 2.2e-16
test.pay <- predict(model.pay, test)
summary(test.pay)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    3736   22692   27541   26643   31288   46055
# plot model

model.plot <- ggplot() + geom_point(aes(x = test$LW.Ratio, y = test$Overall.Pay), 
    color = "red") + geom_line(aes(x = train$LW.Ratio, y = predict(model.pay, train)), 
    color = "blue") + ggtitle("Pay vs. LW Ratio") + xlab("LW Ratio") + ylab("Overall Pay")

model.plot

Resources

# http://www.sthda.com/english/wiki/text-mining-and-word-cloud-fundamentals-in-r-5-simple-steps-you-should-know
# https://towardsdatascience.com/create-a-word-cloud-with-r-bde3e7422e8a
# https://amunategui.github.io/stringdist/
# https://medium.com/my-datascience-journal/using-string-distance-to-group-text-variables-in-r-aa6d0f9226a6